diff --git a/examples/results/test_mimo_crop/output/all_results_by_flow.csv b/examples/results/test_mimo_crop/output/all_results_by_flow.csv
new file mode 100644
index 0000000..dea2bce
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/all_results_by_flow.csv
@@ -0,0 +1,11 @@
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diff --git a/examples/results/test_mimo_crop/output/all_scalars.csv b/examples/results/test_mimo_crop/output/all_scalars.csv
new file mode 100644
index 0000000..9a3a617
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/all_scalars.csv
@@ -0,0 +1,18 @@
+name,var_name,var_value,region,type,carrier,tech
+biomass-excess,flow_in_bus,122.77290315,,excess,biomass,
+biomass-excess,summed_variable_costs_in_bus,-122.77290315,,excess,biomass,
+crop-excess,flow_in_bus,261.15735124,,excess,crop,
+crop-excess,summed_variable_costs_in_bus,-261.15735124,,excess,crop,
+sun,flow_out_energy,213567206.5550401,,volatile,solar,source
+atmosphere,flow_out_bus,12606.75506624,,dispatchable,water,source
+water-source,flow_out_bus,116887.35518674999,,dispatchable,water,source
+atmosphere,invest_costs_out_bus,0.0,,dispatchable,water,source
+water-source,invest_costs_out_bus,0.0,,dispatchable,water,source
+atmosphere,invest_out_bus,299.788,,dispatchable,water,source
+water-source,invest_out_bus,64.563921,,dispatchable,water,source
+mimo-crop,flow_in_bus,116887.35518674999,,mimo-crop,,mimo
+mimo-crop,flow_in_bus,12606.75506624,,mimo-crop,,mimo
+mimo-crop,flow_in_energy,213567206.5550401,,mimo-crop,,mimo
+mimo-crop,flow_out_bus,122.77290315,,mimo-crop,,mimo
+mimo-crop,flow_out_bus,261.15735124,,mimo-crop,,mimo
+system,total_system_cost,-383.93025439,,,,
diff --git a/examples/results/test_mimo_crop/output/all_sequences.csv b/examples/results/test_mimo_crop/output/all_sequences.csv
new file mode 100644
index 0000000..83ff8c3
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/all_sequences.csv
@@ -0,0 +1,8764 @@
+source,atmosphere,biomass-bus,crop-bus,irrigation-bus,mimo-crop,mimo-crop,precipitation-bus,solar-energy-bus,sun,water-source
+target,precipitation-bus,biomass-excess,crop-excess,mimo-crop,biomass-bus,crop-bus,mimo-crop,mimo-crop,solar-energy-bus,irrigation-bus
+var_name,flow,flow,flow,flow,flow,flow,flow,flow,flow,flow
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+2022-01-01 02:00:00,1e-08,1e-08,1e-08,6.2920202,1e-08,1e-08,1e-08,1e-08,1e-08,6.2920202
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+2022-12-30 11:00:00,1e-08,0.04037552,0.08579797,41.613575,0.04037552,0.08579797,1e-08,48043.37,48043.369999999995,41.613575
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+2022-12-30 14:00:00,1e-08,0.06145767,0.13059755,40.052294,0.06145767,0.13059755,1e-08,61211.224,61211.224,40.052294
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+2022-12-30 16:00:00,1e-08,0.03542266,0.07527315,27.712961,0.03542266,0.07527315,1e-08,37998.297,37998.297000000006,27.712961
+2022-12-30 17:00:00,1e-08,0.01709438,0.03632555,18.960727,0.01709438,0.03632555,1e-08,19800.792,19800.792,18.960727
+2022-12-30 18:00:00,1e-08,0.00256914,0.00545943,8.858357,0.00256914,0.00545943,1e-08,3291.962,3291.962,8.858357
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+2022-12-31 15:00:00,1e-08,0.05224749,0.11102592,34.593038,0.05224749,0.11102592,1e-08,52565.466,52565.466,34.593038
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+2022-12-31 17:00:00,1e-08,0.01685375,0.03581422,18.672443,0.01685375,0.03581422,1e-08,19871.945,19871.945,18.672443
+2022-12-31 18:00:00,1e-08,0.00235557,0.00500559,7.9846695,0.00235557,0.00500559,1e-08,3363.114,3363.114,7.9846695
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+2022-12-31 23:00:00,1e-08,1e-08,1e-08,4.9837141,1e-08,1e-08,1e-08,1e-08,1e-08,4.9837141
+2023-01-01 00:00:00,,,,,,,,,,
diff --git a/examples/results/test_mimo_crop/output/capacities.csv b/examples/results/test_mimo_crop/output/capacities.csv
new file mode 100644
index 0000000..fffd144
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/capacities.csv
@@ -0,0 +1 @@
+,Component name,Capacity,Optimized Capacity,Capacity Total,Maximum Capacity,unit
diff --git a/examples/results/test_mimo_crop/output/costs.csv b/examples/results/test_mimo_crop/output/costs.csv
new file mode 100644
index 0000000..48268a8
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/costs.csv
@@ -0,0 +1,11 @@
+bus,direction,asset,carrier,facade_type,Annuity Total,Variable Costs Total
+biomass-bus,in,biomass-excess,biomass,excess,,
+biomass-bus,out,mimo-crop,biomass,mimo-crop,,
+crop-bus,in,crop-excess,crop,excess,,
+crop-bus,out,mimo-crop,crop,mimo-crop,,
+irrigation-bus,in,mimo-crop,water,mimo-crop,,
+irrigation-bus,out,water-source,water,dispatchable,0.0,0.0
+precipitation-bus,in,mimo-crop,water,mimo-crop,,
+precipitation-bus,out,atmosphere,water,dispatchable,0.0,0.0
+solar-energy-bus,in,mimo-crop,solar,mimo-crop,,
+solar-energy-bus,out,sun,solar,volatile,,0.0
diff --git a/examples/results/test_mimo_crop/output/kpis.csv b/examples/results/test_mimo_crop/output/kpis.csv
new file mode 100644
index 0000000..ff38684
--- /dev/null
+++ b/examples/results/test_mimo_crop/output/kpis.csv
@@ -0,0 +1,5 @@
+kpi,value
+annuity_total,0.0
+variable_costs_total,0.0
+system_cost_total,0.0
+specific_system_cost,
diff --git a/examples/results/test_mimo_crop/output/oemof_raw b/examples/results/test_mimo_crop/output/oemof_raw
new file mode 100644
index 0000000..f8e1d52
Binary files /dev/null and b/examples/results/test_mimo_crop/output/oemof_raw differ
diff --git a/examples/results/test_volatile_source/output/all_results_by_flow.csv b/examples/results/test_volatile_source/output/all_results_by_flow.csv
new file mode 100644
index 0000000..fb58a17
--- /dev/null
+++ b/examples/results/test_volatile_source/output/all_results_by_flow.csv
@@ -0,0 +1,10 @@
+bus,direction,asset,carrier,facade_type,2022-01-01 00:00:00,2022-01-01 01:00:00,2022-01-01 02:00:00,2022-01-01 03:00:00,2022-01-01 04:00:00,2022-01-01 05:00:00,2022-01-01 06:00:00,2022-01-01 07:00:00,2022-01-01 08:00:00,2022-01-01 09:00:00,2022-01-01 10:00:00,2022-01-01 11:00:00,2022-01-01 12:00:00,2022-01-01 13:00:00,2022-01-01 14:00:00,2022-01-01 15:00:00,2022-01-01 16:00:00,2022-01-01 17:00:00,2022-01-01 18:00:00,2022-01-01 19:00:00,2022-01-01 20:00:00,2022-01-01 21:00:00,2022-01-01 22:00:00,2022-01-01 23:00:00,2022-01-02 00:00:00,investments,flow_min,flow_max,aggregated_flow,marginal_cost,carrier_cost,capacity_cost,storage_capacity_cost,capacity,expandable,storage_capacity,efficiency,capex,opex_fix,lifetime,ghg_emission_factor,land_requirement_factor,water_footprint_factor,capacity_total,annuity_total,upfront_investment_costs,opex_fix_costs_total,variable_costs_total,ghg_emissions,land_requirement_additional,land_requirement_total,water_footprint
+ac-elec-bus,in,elec-demand,energy,load,0.0,0.0,0.0,0.0,0.012000667,0.073000783,0.0780007,0.017001717,7e-07,2.9958981,3.3301951,4.0273399,2.1644519,0.332572783,0.0,0.0,1.504882967,2.5707745,3.4565421,1.8578982,5.804073167,0.0,0.0,0.0,,,0.0,5.804073167,28.224633284,,,,,,,,,,,,,,,,,,,,,,,
+ac-elec-bus,in,electricity-excess,energy,excess,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,,,0.0,0.0,0.0,0.0,,,,,,,,,,,,,,,,,,,,,,
+ac-elec-bus,out,inverter,energy,conversion,0.0,0.0,0.0,0.0,0.012000667,0.073000783,0.0780007,0.017001717,7e-07,2.9958981,3.3301951,4.0273399,2.1644519,0.33257278,0.0,0.0,1.504883,2.5707745,3.4565421,1.8578982,5.8040732,0.0,0.0,0.0,,5.8040732,0.0,5.8040732,28.224633347,0.0,0.0,9.72,,0.0,1.0,,0.9,100.0,1.0,20.0,0.0,0.1,0.0,5.8040732,56.41559305385476,580.40732,5.8040732,0.0,0.0,0.5804073286487431,0.5804073286487431,0.0
+dc-elec-bus,in,battery-storage,energy,storage,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,1.0321567,2.4983685,3.5820763,2.7211427,1.6082008,1.045817,2.7636846,0.0,2.7060251,1.2394503,0.14406177,,15.093677,0.0,3.5820763,19.34098467071048,,,0.0,106.91,0.0,1.0,0.0,0.92,647.0,19.0,10.0,,3.0,0.0,15.093677,1613.665063344696,9765.609019,286.779863,,,45.281031,45.281031,0.0
+dc-elec-bus,in,inverter,energy,conversion,0.0,0.0,0.0,0.0,0.013334074,0.081111981,0.086667444,0.018890797,7.7777778e-07,3.3287757,3.7002168,4.4748221,2.4049466,0.36952531,0.0,0.0,1.6720922,2.8564161,3.8406023,2.0643313,6.4489702,0.0,0.0,0.0,,,0.0,6.4489702,31.360703683777782,0.0,0.0,9.72,,0.0,1.0,,0.9,100.0,1.0,20.0,0.0,0.1,0.0,,,,,0.0,0.0,,,0.0
+dc-elec-bus,out,battery-storage,energy,storage,0.0,0.0,0.0,0.0,0.013333849,0.081111756,0.086667219,0.018890571,5.5260015e-07,3.3287754,3.7002166,4.4748219,2.1823646,0.0,0.0,0.0,0.0,0.0,0.0,0.0,2.484027,0.0,0.0,0.0,,15.093677,0.0,4.4748219,16.37020944760015,,,0.0,106.91,0.0,1.0,0.0,0.92,647.0,19.0,10.0,,3.0,0.0,15.093677,1613.665063344696,9765.609019,286.779863,,,45.281031,45.281031,0.0
+dc-elec-bus,out,pv-panel,energy,conversion,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,2.2517762e-07,0.22258192,1.401682,2.4983685,3.5820763,4.3932349,4.4646169,4.8864194,4.8280159,3.9649432,2.7060251,1.2394503,0.14406177,,6.4892687,2.2517762e-07,4.8864194,34.33147889213144,0.0,0.0,77.58,,0.0,1.0,,0.2,800.0,15.0,25.0,0.0,7.0,1.0,6.4892687,503.4374776282059,5191.41496,97.3390305,0.0,0.0,45.424880900000005,45.424880900000005,34.33147889213144
+solar-bus,in,pv-panel,energy,conversion,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1129096,7.0084102,12.491842,17.910382,21.966175,22.323084,24.432097,24.14008,19.824716,13.530125,6.1972516,0.72030883,,,1.1258881e-06,24.432097,171.6573947406572,0.0,0.0,77.58,,0.0,1.0,,0.2,800.0,15.0,25.0,0.0,7.0,1.0,,,,,0.0,0.0,,,171.6573947406572
+solar-bus,out,solar-resource,energy,volatile,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1258881e-06,1.1129096,7.0084102,12.491842,17.910382,21.966175,22.323084,24.432097,24.14008,19.824716,13.530125,6.1972516,0.72030883,,32.446344,1.1258881e-06,24.432097,171.6573947406572,0.0,,0.0,,0.0,1.0,,,0.0,0.0,,0.0,0.0,0.0,32.446344,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0
diff --git a/examples/results/test_volatile_source/output/all_scalars.csv b/examples/results/test_volatile_source/output/all_scalars.csv
new file mode 100644
index 0000000..9a5564b
--- /dev/null
+++ b/examples/results/test_volatile_source/output/all_scalars.csv
@@ -0,0 +1,24 @@
+name,var_name,var_value,region,type,carrier,tech
+battery-storage,flow_in_elec,19.34098467071048,,storage,energy,battery
+battery-storage,flow_out_elec,16.37020944760015,,storage,energy,battery
+battery-storage,invest,15.093677,,storage,energy,battery
+battery-storage,invest_costs,1613.6650080699999,,storage,energy,battery
+battery-storage,invest_costs_in_elec,0.0,,storage,energy,battery
+battery-storage,invest_costs_out_elec,0.0,,storage,energy,battery
+battery-storage,invest_in_elec,15.093677,,storage,energy,battery
+battery-storage,invest_out_elec,15.093677,,storage,energy,battery
+battery-storage,storage_losses,2.97077522311033,,storage,energy,battery
+inverter,flow_in_elec,31.360703683777782,,conversion,energy,inverter
+inverter,flow_out_elec,28.224633347,,conversion,energy,inverter
+inverter,invest_costs_out_elec,56.415591504000005,,conversion,energy,inverter
+inverter,invest_out_elec,5.8040732,,conversion,energy,inverter
+pv-panel,flow_in_bus,171.6573947406572,,conversion,energy,pv_panel
+pv-panel,flow_out_elec,34.33147889213144,,conversion,energy,pv_panel
+pv-panel,invest_costs_out_elec,503.437465746,,conversion,energy,pv_panel
+pv-panel,invest_out_elec,6.4892687,,conversion,energy,pv_panel
+solar-resource,flow_out_bus,171.6573947406572,,volatile,energy,source
+solar-resource,invest_costs_out_bus,0.0,,volatile,energy,source
+solar-resource,invest_out_bus,32.446344,,volatile,energy,source
+elec-demand,flow_in_elec,28.224633284,DE,load,,
+electricity-excess,flow_in_elec,0.0,,excess,,
+system,total_system_cost,2173.51806532,,,,
diff --git a/examples/results/test_volatile_source/output/all_sequences.csv b/examples/results/test_volatile_source/output/all_sequences.csv
new file mode 100644
index 0000000..aea30ea
--- /dev/null
+++ b/examples/results/test_volatile_source/output/all_sequences.csv
@@ -0,0 +1,28 @@
+source,ac-elec-bus,ac-elec-bus,battery-storage,battery-storage,dc-elec-bus,dc-elec-bus,inverter,pv-panel,solar-bus,solar-resource
+target,elec-demand,electricity-excess,nan,dc-elec-bus,battery-storage,inverter,ac-elec-bus,dc-elec-bus,pv-panel,solar-bus
+var_name,flow,flow,storage_content,flow,flow,flow,flow,flow,flow,flow
+2022-01-01 00:00:00,0.0,0.0,15.093676,0.0,2.2517762e-07,0.0,0.0,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 01:00:00,0.0,0.0,15.093676,0.0,2.2517762e-07,0.0,0.0,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 02:00:00,0.0,0.0,15.093676,0.0,2.2517762e-07,0.0,0.0,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 03:00:00,0.0,0.0,15.093677,0.0,2.2517762e-07,0.0,0.0,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 04:00:00,0.012000667,0.0,15.079183,0.013333849,0.0,0.013334074,0.012000667,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 05:00:00,0.073000783,0.0,14.991018,0.081111756,0.0,0.081111981,0.073000783,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 06:00:00,0.0780007,0.0,14.896815,0.086667219,0.0,0.086667444,0.0780007,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 07:00:00,0.017001717,0.0,14.876282,0.018890571,0.0,0.018890797,0.017001717,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 08:00:00,7e-07,0.0,14.876281,5.5260015e-07,0.0,7.7777778e-07,7e-07,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 09:00:00,2.9958981,0.0,11.258047,3.3287754,0.0,3.3287757,2.9958981,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 10:00:00,3.3301951,0.0,7.2360723,3.7002166,0.0,3.7002168,3.3301951,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 11:00:00,4.0273399,0.0,2.3721355,4.4748219,0.0,4.4748221,4.0273399,2.2517762e-07,1.1258881e-06,1.1258881e-06
+2022-01-01 12:00:00,2.1644519,0.0,0.0,2.1823646,0.0,2.4049466,2.1644519,0.22258192,1.1129096,1.1129096
+2022-01-01 13:00:00,0.332572783,0.0,0.94958419,0.0,1.0321567,0.36952531,0.33257278,1.401682,7.0084102,7.0084102
+2022-01-01 14:00:00,0.0,0.0,3.2480832,0.0,2.4983685,0.0,0.0,2.4983685,12.491842,12.491842
+2022-01-01 15:00:00,0.0,0.0,6.5435934,0.0,3.5820763,0.0,0.0,3.5820763,17.910382,17.910382
+2022-01-01 16:00:00,1.504882967,0.0,9.0470447,0.0,2.7211427,1.6720922,1.504883,4.3932349,21.966175,21.966175
+2022-01-01 17:00:00,2.5707745,0.0,10.526589,0.0,1.6082008,2.8564161,2.5707745,4.4646169,22.323084,22.323084
+2022-01-01 18:00:00,3.4565421,0.0,11.488741,0.0,1.045817,3.8406023,3.4565421,4.8864194,24.432097,24.432097
+2022-01-01 19:00:00,1.8578982,0.0,14.031331,0.0,2.7636846,2.0643313,1.8578982,4.8280159,24.14008,24.14008
+2022-01-01 20:00:00,5.804073167,0.0,11.331302,2.484027,0.0,6.4489702,5.8040732,3.9649432,19.824716,19.824716
+2022-01-01 21:00:00,0.0,0.0,13.820845,0.0,2.7060251,0.0,0.0,2.7060251,13.530125,13.530125
+2022-01-01 22:00:00,0.0,0.0,14.961139,0.0,1.2394503,0.0,0.0,1.2394503,6.1972516,6.1972516
+2022-01-01 23:00:00,0.0,0.0,15.093676,0.0,0.14406177,0.0,0.0,0.14406177,0.72030883,0.72030883
+2022-01-02 00:00:00,,,,,,,,,,
diff --git a/examples/results/test_volatile_source/output/capacities.csv b/examples/results/test_volatile_source/output/capacities.csv
new file mode 100644
index 0000000..fb1e4ce
--- /dev/null
+++ b/examples/results/test_volatile_source/output/capacities.csv
@@ -0,0 +1,5 @@
+,Component name,Capacity,Optimized Capacity,Capacity Total,Maximum Capacity,unit
+2,inverter,0.0,5.8040732,5.8040732,,
+5,battery-storage,0.0,15.093677,15.093677,,
+6,pv-panel,0.0,6.4892687,6.4892687,,
+8,solar-resource,0.0,32.446344,32.446344,,
diff --git a/examples/results/test_volatile_source/output/costs.csv b/examples/results/test_volatile_source/output/costs.csv
new file mode 100644
index 0000000..ecc102e
--- /dev/null
+++ b/examples/results/test_volatile_source/output/costs.csv
@@ -0,0 +1,10 @@
+bus,direction,asset,carrier,facade_type,Upfront Investment Costs,Annuity Total,Variable Costs Total
+ac-elec-bus,in,elec-demand,energy,load,,,
+ac-elec-bus,in,electricity-excess,energy,excess,,,
+ac-elec-bus,out,inverter,energy,conversion,580.40732,56.41559305385476,0.0
+dc-elec-bus,in,battery-storage,energy,storage,9765.609019,1613.665063344696,
+dc-elec-bus,in,inverter,energy,conversion,,,0.0
+dc-elec-bus,out,battery-storage,energy,storage,9765.609019,1613.665063344696,
+dc-elec-bus,out,pv-panel,energy,conversion,5191.41496,503.4374776282059,0.0
+solar-bus,in,pv-panel,energy,conversion,,,0.0
+solar-bus,out,solar-resource,energy,volatile,0.0,0.0,0.0
diff --git a/examples/results/test_volatile_source/output/kpis.csv b/examples/results/test_volatile_source/output/kpis.csv
new file mode 100644
index 0000000..7bba439
--- /dev/null
+++ b/examples/results/test_volatile_source/output/kpis.csv
@@ -0,0 +1,11 @@
+kpi,value
+annuity_total,2173.5181340267563
+variable_costs_total,0.0
+system_cost_total,2173.5181340267563
+total_upfront_investments,15537.431299
+specific_system_cost,inf
+land_requirement_additional,91.28631922864875
+land_requirement_total,91.28631922864875
+total_water_footprint,205.98887363278862
+ghg_emissions_total,0.0
+system_opex_total,676.7028296999999
diff --git a/examples/results/test_volatile_source/output/oemof_raw b/examples/results/test_volatile_source/output/oemof_raw
new file mode 100644
index 0000000..f48f5d9
Binary files /dev/null and b/examples/results/test_volatile_source/output/oemof_raw differ
diff --git a/examples/scenarios/aiwa/data/elements/bus.csv b/examples/scenarios/aiwa/data/elements/bus.csv
new file mode 100644
index 0000000..5a2a801
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/bus.csv
@@ -0,0 +1,12 @@
+name;type;balanced;carrier
+seawater-bus;bus;True;water
+ac-elec-bus;bus;True;electricity
+dc-elec-bus;bus;True;electricity
+brine-bus;bus;True;water
+solar-bus;bus;True;energy
+wind-bus;bus;True;energy
+drinking-water-bus;bus;True;water
+service-water-bus;bus;True;water
+precipitation-bus;bus;True;water
+diesel-bus;bus;True;water
+groundwater-bus;bus;True;water
diff --git a/examples/scenarios/aiwa/data/elements/conversion.csv b/examples/scenarios/aiwa/data/elements/conversion.csv
new file mode 100644
index 0000000..d13cca8
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/conversion.csv
@@ -0,0 +1,6 @@
+name;type;carrier;tech;capacity;capacity_potential;capacity_minimum;capacity_cost;marginal_cost;carrier_cost;efficiency;from_bus;to_bus;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+inverter;conversion;energy;inverter;0.0;;;9.72;0.0;0;0.9;dc-elec-bus;ac-elec-bus;True;100.0;1.0;20.0;0.0;0.1;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.1, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+pv-panel;conversion;energy;pv_panel;0.0;;;77.58;0.0;0;0.2;solar-bus;dc-elec-bus;True;800.0;15.0;25.0;0.0;7.0;0.0;1.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 7.0, ""water_footprint_factor"": 1.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+wind-turbine;conversion;energy;energy-conversion;0.0;;;165.89;0.0;0;0.4;wind-bus;dc-elec-bus;True;1865.0;20.0;25.0;0.0;3.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 3.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+diesel-generator;conversion;energy;diesel-generator;0.0;;;166.12;0.0;0;0.35;diesel-bus;ac-elec-bus;True;817.0;82.0;15.0;0.1;0.3;0.7;0.4;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.7, ""land_requirement_factor"": 0.3, ""water_footprint_factor"": 0.4, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.1}}"
+rainwater-harvesting;conversion;water;rainwater-harvesting;0.0;;;11.72;0.0;0;0.95;precipitation-bus;service-water-bus;True;100.0;3.0;20.0;0.0;1.3;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 1.3, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
diff --git a/examples/scenarios/aiwa/data/elements/dispatchable.csv b/examples/scenarios/aiwa/data/elements/dispatchable.csv
new file mode 100644
index 0000000..f408d7a
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/dispatchable.csv
@@ -0,0 +1,10 @@
+name;type;carrier;tech;capacity;capacity_cost;bus;marginal_cost;resource_cost;profile;expandable;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+seawater-source;dispatchable;water;source;0.0;0.0;seawater-bus;0.0;0.0;;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+electricity-grid;dispatchable;energy;source;0.0;0.0;ac-elec-bus;0.2;0.2;;True;0.0;0.1;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.1, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.2}}"
+wind-resource;dispatchable;energy;source;0.0;0.0;wind-bus;0.0;0.0;windspeed;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+condensed-water;dispatchable;water;source;0.0;0.0;service-water-bus;1.0;0.0;ac-discharge;False;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+water-truck;dispatchable;water;source;0.0;0.0;service-water-bus;5.2;5.2;;True;0.0;60.0;4.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 60.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 4.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 5.2}}"
+precipitation;dispatchable;water;source;0.0;0.0;precipitation-bus;0.0;0.0;tp;False;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+diesel;dispatchable;energy;source;0.0;0.0;diesel-bus;0.2;0.2;;True;0.0;0.268;2.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.268, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 2.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.2}}"
+groundwater;dispatchable;water;source;0.0;0.0;groundwater-bus;0.0;0.0;;True;0.0;0.0;9.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 9.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+bottled-water;dispatchable;water;source;0.0;0.0;drinking-water-bus;62.2;62.2;;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 62.2}}"
diff --git a/examples/scenarios/aiwa/data/elements/excess.csv b/examples/scenarios/aiwa/data/elements/excess.csv
new file mode 100644
index 0000000..a3615db
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/excess.csv
@@ -0,0 +1,3 @@
+name;type;bus;marginal_cost
+electricity-excess;excess;ac-elec-bus;0
+brine-excess;excess;brine-bus;0
diff --git a/examples/scenarios/aiwa/data/elements/load.csv b/examples/scenarios/aiwa/data/elements/load.csv
new file mode 100644
index 0000000..0584753
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/load.csv
@@ -0,0 +1,4 @@
+type;profile;name;region;year;bus;amount
+load;drinking-water;drinking-water-demand;DE;2021;drinking-water-bus;1
+load;drinking-water;service-water-demand;CO;2024;service-water-bus;1
+load;electricity;elec-demand;DE;2021;ac-elec-bus;1
diff --git a/examples/scenarios/aiwa/data/elements/mimo.csv b/examples/scenarios/aiwa/data/elements/mimo.csv
new file mode 100644
index 0000000..8de1410
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/mimo.csv
@@ -0,0 +1,2 @@
+type;name;carrier;tech;expandable;primary;capacity;capacity_cost;marginal_cost;from_bus_0;from_bus_1;to_bus_0;to_bus_1;conversion_factor_seawater-bus;conversion_factor_ac-elec-bus;conversion_factor_drinking-water-bus;conversion_factor_brine-bus;capex;opex_fix;lifetime;carrier_cost;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+mimo;sw-ro;water;ro;True;seawater-bus;0;301.74;1.05;seawater-bus;ac-elec-bus;drinking-water-bus;brine-bus;1;4;0.5;0.5;2000;30;10;0;0;10;0;50;4;0;0;"{""custom_attributes"": {""ghg_emission_factor"": 0, ""land_requirement_factor"": 10, ""water_footprint_factor"": 50, ""land_requirement"": 4, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/aiwa/data/elements/storage.csv b/examples/scenarios/aiwa/data/elements/storage.csv
new file mode 100644
index 0000000..2e2a2c2
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/storage.csv
@@ -0,0 +1,4 @@
+name;carrier;tech;storage_capacity;storage_capacity_potential;capacity;efficiency;capacity_cost;storage_capacity_cost;marginal_cost;type;bus;invest_relation_output_capacity;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+battery-storage;energy;battery;0;;0;0.92;0;106.91;;storage;ac-elec-bus;1.0;True;647;19.0;10;0;3.0;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 3.0, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
+drinking-water-storage;water;storage;0;;0;0.98;0;18.72;;storage;drinking-water-bus;1.0;True;186;2.5;20;0;1.5;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 1.5, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
+service-water-storage;water;storage;0;;0;0.98;0;33.66;;storage;service-water-bus;1.0;True;300;7.5;20;0;1.7;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 1.7, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/aiwa/data/elements/volatile.csv b/examples/scenarios/aiwa/data/elements/volatile.csv
new file mode 100644
index 0000000..9bdf18d
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/volatile.csv
@@ -0,0 +1,2 @@
+name;type;carrier;tech;capacity;capacity_cost;bus;marginal_cost;profile;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;water_footprint;ghg_emissions
+solar-resource;volatile;energy;source;0.0;0.0;solar-bus;0.0;ghi;False;0.0;0.0;0.0;0.0;0.0;0.0;0;0;0;0
diff --git a/examples/scenarios/aiwa/data/elements/water_filtration.csv b/examples/scenarios/aiwa/data/elements/water_filtration.csv
new file mode 100644
index 0000000..aa89bfc
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/water_filtration.csv
@@ -0,0 +1,2 @@
+type;name;carrier;tech;expandable;capacity;capacity_cost;marginal_cost;electricity_bus;water_in_bus;water_out_bus;capex;opex_fix;age;lifetime;carrier_cost;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+water-filtration;water-filtration-system;water;filtration;True;0;109.48;;ac-elec-bus;service-water-bus;drinking-water-bus;1250;0.5;0;20;0;0;1.2;0.2;0.2;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": 0.2, ""land_requirement_factor"": 1.2, ""water_footprint_factor"": 0.2, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/aiwa/data/elements/water_pumps.csv b/examples/scenarios/aiwa/data/elements/water_pumps.csv
new file mode 100644
index 0000000..f4a3845
--- /dev/null
+++ b/examples/scenarios/aiwa/data/elements/water_pumps.csv
@@ -0,0 +1,2 @@
+type;name;carrier;tech;expandable;capacity;capacity_cost;marginal_cost;electricity_bus;water_in_bus;water_out_bus;pump_height;capex;opex_fix;age;lifetime;carrier_cost;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+water-pump;water pump;water;pumping;True;0;450.92;;ac-elec-bus;groundwater-bus;drinking-water-bus;150;5000;15;0;20;0;0;0.5;0;5;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": 0, ""land_requirement_factor"": 0.5, ""water_footprint_factor"": 5, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/aiwa/data/sequences/agg_demand_Aiwa.csv b/examples/scenarios/aiwa/data/sequences/agg_demand_Aiwa.csv
new file mode 100644
index 0000000..ff66848
--- /dev/null
+++ b/examples/scenarios/aiwa/data/sequences/agg_demand_Aiwa.csv
@@ -0,0 +1,8761 @@
+timeindex;cooking;drinking_water;electrical_appliances;service_water
+2022-01-01T00:00:00Z;0.0;0.0;8557.755650000016;0.0
+2022-01-01T01:00:00Z;0.0;0.0;23371.11011666669;0.0
+2022-01-01T02:00:00Z;0.0;0.0;31976.11441666668;0.0
+2022-01-01T03:00:00Z;0.0;0.0;41297.761316666685;0.0
+2022-01-01T04:00:00Z;12.000666666666666;0.0;42565.53368333335;0.0
+2022-01-01T05:00:00Z;73.00078333333333;3762.5170000000035;51679.88168333335;0.0
+2022-01-01T06:00:00Z;78.0007;3745.8423333333376;53808.70613333335;0.0
+2022-01-01T07:00:00Z;17.001716666666667;4479.173666666671;55406.678500000016;6508.942999999999
+2022-01-01T08:00:00Z;0.0007;4912.495000000006;52966.07075000001;9158.679000000006
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diff --git a/examples/scenarios/aiwa/data/sequences/load_profile.csv b/examples/scenarios/aiwa/data/sequences/load_profile.csv
new file mode 100644
index 0000000..915a1ca
--- /dev/null
+++ b/examples/scenarios/aiwa/data/sequences/load_profile.csv
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diff --git a/examples/scenarios/aiwa/data/sequences/volatile_profile.csv b/examples/scenarios/aiwa/data/sequences/volatile_profile.csv
new file mode 100644
index 0000000..5ff877c
--- /dev/null
+++ b/examples/scenarios/aiwa/data/sequences/volatile_profile.csv
@@ -0,0 +1,8761 @@
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diff --git a/examples/scenarios/aiwa/datapackage.json b/examples/scenarios/aiwa/datapackage.json
new file mode 100644
index 0000000..3b948bf
--- /dev/null
+++ b/examples/scenarios/aiwa/datapackage.json
@@ -0,0 +1,1358 @@
+{
+    "profile": "tabular-data-package",
+    "name": "aiwa",
+    "oemof_tabular_version": "0.0.6dev",
+    "resources": [
+        {
+            "path": "data/elements/bus.csv",
+            "profile": "tabular-data-resource",
+            "name": "bus",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "balanced",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": []
+            }
+        },
+        {
+            "path": "data/elements/conversion.csv",
+            "profile": "tabular-data-resource",
+            "name": "conversion",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_minimum",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "from_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "to_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "from_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "to_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/dispatchable.csv",
+            "profile": "tabular-data-resource",
+            "name": "dispatchable",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "volatile_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/excess.csv",
+            "profile": "tabular-data-resource",
+            "name": "excess",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/load.csv",
+            "profile": "tabular-data-resource",
+            "name": "load",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "region",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "year",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "amount",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "load_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/mimo.csv",
+            "profile": "tabular-data-resource",
+            "name": "mimo",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "primary",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "from_bus_0",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "from_bus_1",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "to_bus_0",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "to_bus_1",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "conversion_factor_seawater-bus",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "conversion_factor_ac-elec-bus",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "conversion_factor_drinking-water-bus",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "conversion_factor_brine-bus",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "from_bus_0",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "from_bus_1",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "to_bus_0",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "to_bus_1",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/storage.csv",
+            "profile": "tabular-data-resource",
+            "name": "storage",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "invest_relation_output_capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/volatile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "volatile_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/water_filtration.csv",
+            "profile": "tabular-data-resource",
+            "name": "water_filtration",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_in_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_out_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "age",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "electricity_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_in_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_out_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/water_pumps.csv",
+            "profile": "tabular-data-resource",
+            "name": "water_pumps",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_in_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_out_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "pump_height",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "age",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "electricity_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_in_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_out_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/agg_demand_Aiwa.csv",
+            "profile": "tabular-data-resource",
+            "name": "agg_demand_Aiwa",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "cooking",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "drinking_water",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electrical_appliances",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "service_water",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/load_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "load_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "cooking",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "drinking-water",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "service-water",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/volatile_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghi",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "t_air",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "e",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tp",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "windspeed",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ac-discharge",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        }
+    ]
+}
diff --git a/examples/scenarios/douar_lamrabet/data/elements/bus.csv b/examples/scenarios/douar_lamrabet/data/elements/bus.csv
new file mode 100644
index 0000000..5a2a801
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/bus.csv
@@ -0,0 +1,12 @@
+name;type;balanced;carrier
+seawater-bus;bus;True;water
+ac-elec-bus;bus;True;electricity
+dc-elec-bus;bus;True;electricity
+brine-bus;bus;True;water
+solar-bus;bus;True;energy
+wind-bus;bus;True;energy
+drinking-water-bus;bus;True;water
+service-water-bus;bus;True;water
+precipitation-bus;bus;True;water
+diesel-bus;bus;True;water
+groundwater-bus;bus;True;water
diff --git a/examples/scenarios/douar_lamrabet/data/elements/conversion.csv b/examples/scenarios/douar_lamrabet/data/elements/conversion.csv
new file mode 100644
index 0000000..d13cca8
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/conversion.csv
@@ -0,0 +1,6 @@
+name;type;carrier;tech;capacity;capacity_potential;capacity_minimum;capacity_cost;marginal_cost;carrier_cost;efficiency;from_bus;to_bus;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+inverter;conversion;energy;inverter;0.0;;;9.72;0.0;0;0.9;dc-elec-bus;ac-elec-bus;True;100.0;1.0;20.0;0.0;0.1;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.1, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+pv-panel;conversion;energy;pv_panel;0.0;;;77.58;0.0;0;0.2;solar-bus;dc-elec-bus;True;800.0;15.0;25.0;0.0;7.0;0.0;1.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 7.0, ""water_footprint_factor"": 1.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+wind-turbine;conversion;energy;energy-conversion;0.0;;;165.89;0.0;0;0.4;wind-bus;dc-elec-bus;True;1865.0;20.0;25.0;0.0;3.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 3.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+diesel-generator;conversion;energy;diesel-generator;0.0;;;166.12;0.0;0;0.35;diesel-bus;ac-elec-bus;True;817.0;82.0;15.0;0.1;0.3;0.7;0.4;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.7, ""land_requirement_factor"": 0.3, ""water_footprint_factor"": 0.4, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.1}}"
+rainwater-harvesting;conversion;water;rainwater-harvesting;0.0;;;11.72;0.0;0;0.95;precipitation-bus;service-water-bus;True;100.0;3.0;20.0;0.0;1.3;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 1.3, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
diff --git a/examples/scenarios/douar_lamrabet/data/elements/dispatchable.csv b/examples/scenarios/douar_lamrabet/data/elements/dispatchable.csv
new file mode 100644
index 0000000..5dbe7bb
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/dispatchable.csv
@@ -0,0 +1,9 @@
+name;type;carrier;tech;capacity;capacity_cost;bus;marginal_cost;resource_cost;profile;expandable;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+seawater-source;dispatchable;water;source;0.0;0.0;seawater-bus;0.0;0.0;;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+electricity-grid;dispatchable;energy;source;0.0;0.0;ac-elec-bus;0.2;0.2;;True;0.0;0.1;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.1, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.2}}"
+wind-resource;dispatchable;energy;source;0.0;0.0;wind-bus;0.0;0.0;windspeed;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+water-truck;dispatchable;water;source;0.0;0.0;service-water-bus;5.2;5.2;;True;0.0;60.0;4.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 60.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 4.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 5.2}}"
+precipitation;dispatchable;water;source;0.0;0.0;precipitation-bus;0.0;0.0;tp;False;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+diesel;dispatchable;energy;source;0.0;0.0;diesel-bus;0.2;0.2;;True;0.0;0.268;2.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.268, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 2.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.2}}"
+groundwater;dispatchable;water;source;0.0;0.0;groundwater-bus;0.0;0.0;;True;0.0;0.0;9.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 9.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 0.0}}"
+bottled-water;dispatchable;water;source;0.0;0.0;drinking-water-bus;62.2;62.2;;True;0.0;0.0;0.0;0.0;0.0;0.0;"{""custom_attributes"": {""ghg_emission_factor"": 0.0, ""land_requirement_factor"": 0.0, ""water_footprint_factor"": 0.0, ""land_requirement"": 0.0, ""water_footprint"": 0.0, ""ghg_emissions"": 0.0, ""resource_cost"": 62.2}}"
diff --git a/examples/scenarios/douar_lamrabet/data/elements/excess.csv b/examples/scenarios/douar_lamrabet/data/elements/excess.csv
new file mode 100644
index 0000000..a3615db
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/excess.csv
@@ -0,0 +1,3 @@
+name;type;bus;marginal_cost
+electricity-excess;excess;ac-elec-bus;0
+brine-excess;excess;brine-bus;0
diff --git a/examples/scenarios/douar_lamrabet/data/elements/load.csv b/examples/scenarios/douar_lamrabet/data/elements/load.csv
new file mode 100644
index 0000000..0584753
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/load.csv
@@ -0,0 +1,4 @@
+type;profile;name;region;year;bus;amount
+load;drinking-water;drinking-water-demand;DE;2021;drinking-water-bus;1
+load;drinking-water;service-water-demand;CO;2024;service-water-bus;1
+load;electricity;elec-demand;DE;2021;ac-elec-bus;1
diff --git a/examples/scenarios/douar_lamrabet/data/elements/storage.csv b/examples/scenarios/douar_lamrabet/data/elements/storage.csv
new file mode 100644
index 0000000..52c6455
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/storage.csv
@@ -0,0 +1,4 @@
+name;carrier;tech;storage_capacity;storage_capacity_potential;capacity;efficiency;capacity_cost;storage_capacity_cost;marginal_cost;type;bus;invest_relation_output_capacity;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+battery-storage;energy;battery;0;;0;0.92;0;106.91;;storage;dc-elec-bus;1.0;True;647;19.0;10;0;3.0;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 3.0, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
+drinking-water-storage;water;storage;0;;0;0.98;0;18.72;;storage;drinking-water-bus;1.0;True;186;2.5;20;0;1.5;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 1.5, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
+service-water-storage;water;storage;0;;0;0.98;0;33.66;;storage;service-water-bus;1.0;True;300;7.5;20;0;1.7;;0;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": NaN, ""land_requirement_factor"": 1.7, ""water_footprint_factor"": 0, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/douar_lamrabet/data/elements/volatile.csv b/examples/scenarios/douar_lamrabet/data/elements/volatile.csv
new file mode 100644
index 0000000..9bdf18d
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/volatile.csv
@@ -0,0 +1,2 @@
+name;type;carrier;tech;capacity;capacity_cost;bus;marginal_cost;profile;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;water_footprint;ghg_emissions
+solar-resource;volatile;energy;source;0.0;0.0;solar-bus;0.0;ghi;False;0.0;0.0;0.0;0.0;0.0;0.0;0;0;0;0
diff --git a/examples/scenarios/douar_lamrabet/data/elements/water_filtration.csv b/examples/scenarios/douar_lamrabet/data/elements/water_filtration.csv
new file mode 100644
index 0000000..aa89bfc
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/water_filtration.csv
@@ -0,0 +1,2 @@
+type;name;carrier;tech;expandable;capacity;capacity_cost;marginal_cost;electricity_bus;water_in_bus;water_out_bus;capex;opex_fix;age;lifetime;carrier_cost;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+water-filtration;water-filtration-system;water;filtration;True;0;109.48;;ac-elec-bus;service-water-bus;drinking-water-bus;1250;0.5;0;20;0;0;1.2;0.2;0.2;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": 0.2, ""land_requirement_factor"": 1.2, ""water_footprint_factor"": 0.2, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/douar_lamrabet/data/elements/water_pumps.csv b/examples/scenarios/douar_lamrabet/data/elements/water_pumps.csv
new file mode 100644
index 0000000..f4a3845
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/elements/water_pumps.csv
@@ -0,0 +1,2 @@
+type;name;carrier;tech;expandable;capacity;capacity_cost;marginal_cost;electricity_bus;water_in_bus;water_out_bus;pump_height;capex;opex_fix;age;lifetime;carrier_cost;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint;output_parameters
+water-pump;water pump;water;pumping;True;0;450.92;;ac-elec-bus;groundwater-bus;drinking-water-bus;150;5000;15;0;20;0;0;0.5;0;5;0;0;0;"{""custom_attributes"": {""ghg_emission_factor"": 0, ""land_requirement_factor"": 0.5, ""water_footprint_factor"": 5, ""land_requirement"": 0, ""water_footprint"": 0, ""ghg_emissions"": 0, ""resource_cost"": 0}}"
diff --git a/examples/scenarios/douar_lamrabet/data/sequences/load_profile.csv b/examples/scenarios/douar_lamrabet/data/sequences/load_profile.csv
new file mode 100644
index 0000000..1951d6e
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/sequences/load_profile.csv
@@ -0,0 +1,8761 @@
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diff --git a/examples/scenarios/douar_lamrabet/data/sequences/volatile_profile.csv b/examples/scenarios/douar_lamrabet/data/sequences/volatile_profile.csv
new file mode 100644
index 0000000..ddb9731
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/data/sequences/volatile_profile.csv
@@ -0,0 +1,8761 @@
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diff --git a/examples/scenarios/douar_lamrabet/datapackage.json b/examples/scenarios/douar_lamrabet/datapackage.json
new file mode 100644
index 0000000..cdbe776
--- /dev/null
+++ b/examples/scenarios/douar_lamrabet/datapackage.json
@@ -0,0 +1,1122 @@
+{
+    "profile": "tabular-data-package",
+    "name": "douar_lamrabet",
+    "oemof_tabular_version": "0.0.6dev",
+    "resources": [
+        {
+            "path": "data/elements/bus.csv",
+            "profile": "tabular-data-resource",
+            "name": "bus",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "balanced",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": []
+            }
+        },
+        {
+            "path": "data/elements/conversion.csv",
+            "profile": "tabular-data-resource",
+            "name": "conversion",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_minimum",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "from_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "to_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "from_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "to_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/dispatchable.csv",
+            "profile": "tabular-data-resource",
+            "name": "dispatchable",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "volatile_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/excess.csv",
+            "profile": "tabular-data-resource",
+            "name": "excess",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/load.csv",
+            "profile": "tabular-data-resource",
+            "name": "load",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "region",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "year",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "amount",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "load_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/storage.csv",
+            "profile": "tabular-data-resource",
+            "name": "storage",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "invest_relation_output_capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/volatile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "volatile_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/water_filtration.csv",
+            "profile": "tabular-data-resource",
+            "name": "water_filtration",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_in_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_out_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "age",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "electricity_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_in_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_out_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/water_pumps.csv",
+            "profile": "tabular-data-resource",
+            "name": "water_pumps",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_in_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_out_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "pump_height",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "age",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "output_parameters",
+                        "type": "object",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "electricity_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_in_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "water_out_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/load_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "load_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "cooking",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "drinking-water",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "service-water",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/volatile_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghi",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "t_air",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "e",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tp",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "windspeed",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        }
+    ]
+}
diff --git a/examples/scenarios/test_volatile_source/data/elements/bus.csv b/examples/scenarios/test_volatile_source/data/elements/bus.csv
new file mode 100644
index 0000000..9ded283
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/bus.csv
@@ -0,0 +1,4 @@
+name;type;balanced;carrier
+solar-bus;bus;True;energy
+dc-elec-bus;bus;True;energy
+ac-elec-bus;bus;True;energy
diff --git a/examples/scenarios/test_volatile_source/data/elements/conversion.csv b/examples/scenarios/test_volatile_source/data/elements/conversion.csv
new file mode 100644
index 0000000..c0cedd6
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/conversion.csv
@@ -0,0 +1,3 @@
+name;type;carrier;tech;capacity;capacity_potential;capacity_minimum;capacity_cost;marginal_cost;carrier_cost;efficiency;from_bus;to_bus;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint
+inverter;conversion;energy;inverter;0.0;;;9.72;0.0;0;0.9;dc-elec-bus;ac-elec-bus;True;100.0;1.0;20.0;0.0;0.1;0.0;0.0;0.0;0.0;0.0
+pv-panel;conversion;energy;pv_panel;0.0;;;77.58;0.0;0;0.2;solar-bus;dc-elec-bus;True;800.0;15.0;25.0;0.0;7.0;0.0;1.0;0.0;0.0;0.0
diff --git a/examples/scenarios/test_volatile_source/data/elements/excess.csv b/examples/scenarios/test_volatile_source/data/elements/excess.csv
new file mode 100644
index 0000000..51af363
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/excess.csv
@@ -0,0 +1,2 @@
+name;type;bus;marginal_cost
+electricity-excess;excess;ac-elec-bus;0
diff --git a/examples/scenarios/test_volatile_source/data/elements/load.csv b/examples/scenarios/test_volatile_source/data/elements/load.csv
new file mode 100644
index 0000000..165cd38
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/load.csv
@@ -0,0 +1,2 @@
+type;profile;name;region;year;bus;amount
+load;electricity;elec-demand;DE;2021;ac-elec-bus;1
diff --git a/examples/scenarios/test_volatile_source/data/elements/storage.csv b/examples/scenarios/test_volatile_source/data/elements/storage.csv
new file mode 100644
index 0000000..1d44b85
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/storage.csv
@@ -0,0 +1,2 @@
+name;carrier;tech;storage_capacity;storage_capacity_potential;capacity;efficiency;capacity_cost;storage_capacity_cost;marginal_cost;type;bus;invest_relation_output_capacity;expandable;capex;opex_fix;lifetime;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;ghg_emissions;water_footprint
+battery-storage;energy;battery;0;;0;0.92;0;106.91;;storage;dc-elec-bus;1.0;True;647;19.0;10;0;3.0;;0;0;0;0
diff --git a/examples/scenarios/test_volatile_source/data/elements/volatile.csv b/examples/scenarios/test_volatile_source/data/elements/volatile.csv
new file mode 100644
index 0000000..7aaa1a2
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/elements/volatile.csv
@@ -0,0 +1,2 @@
+name;type;carrier;tech;capacity;capacity_cost;bus;marginal_cost;profile;expandable;capex;opex_fix;resource_cost;land_requirement_factor;ghg_emission_factor;water_footprint_factor;land_requirement;water_footprint;ghg_emissions
+solar-resource;volatile;energy;source;0.0;0.0;solar-bus;0.0;ghi;True;0.0;0.0;0.0;0.0;0.0;0;0;0;0
diff --git a/examples/scenarios/test_volatile_source/data/sequences/load_profile.csv b/examples/scenarios/test_volatile_source/data/sequences/load_profile.csv
new file mode 100644
index 0000000..893e0a9
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/sequences/load_profile.csv
@@ -0,0 +1,25 @@
+timeindex,electricity
+2022-01-01T00:00:00Z,0
+2022-01-01T01:00:00Z,0
+2022-01-01T02:00:00Z,0
+2022-01-01T03:00:00Z,0
+2022-01-01T04:00:00Z,0.012000667
+2022-01-01T05:00:00Z,0.073000783
+2022-01-01T06:00:00Z,0.0780007
+2022-01-01T07:00:00Z,0.017001717
+2022-01-01T08:00:00Z,0.0000007
+2022-01-01T09:00:00Z,2.9958981
+2022-01-01T10:00:00Z,3.3301951
+2022-01-01T11:00:00Z,4.0273399
+2022-01-01T12:00:00Z,2.1644519
+2022-01-01T13:00:00Z,0.332572783
+2022-01-01T14:00:00Z,0
+2022-01-01T15:00:00Z,0
+2022-01-01T16:00:00Z,1.504882967
+2022-01-01T17:00:00Z,2.5707745
+2022-01-01T18:00:00Z,3.4565421
+2022-01-01T19:00:00Z,1.8578982
+2022-01-01T20:00:00Z,5.804073167
+2022-01-01T21:00:00Z,0
+2022-01-01T22:00:00Z,0
+2022-01-01T23:00:00Z,0
diff --git a/examples/scenarios/test_volatile_source/data/sequences/volatile_profile.csv b/examples/scenarios/test_volatile_source/data/sequences/volatile_profile.csv
new file mode 100644
index 0000000..b32d441
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/data/sequences/volatile_profile.csv
@@ -0,0 +1,25 @@
+timeindex;ghi
+2022-01-01T00:00:00Z;3.47e-08
+2022-01-01T01:00:00Z;3.47e-08
+2022-01-01T02:00:00Z;3.47e-08
+2022-01-01T03:00:00Z;3.47e-08
+2022-01-01T04:00:00Z;3.47e-08
+2022-01-01T05:00:00Z;3.47e-08
+2022-01-01T06:00:00Z;3.47e-08
+2022-01-01T07:00:00Z;3.47e-08
+2022-01-01T08:00:00Z;3.47e-08
+2022-01-01T09:00:00Z;3.47e-08
+2022-01-01T10:00:00Z;3.47e-08
+2022-01-01T11:00:00Z;3.47e-08
+2022-01-01T12:00:00Z;0.0343
+2022-01-01T13:00:00Z;0.216
+2022-01-01T14:00:00Z;0.385
+2022-01-01T15:00:00Z;0.552
+2022-01-01T16:00:00Z;0.677
+2022-01-01T17:00:00Z;0.688
+2022-01-01T18:00:00Z;0.753
+2022-01-01T19:00:00Z;0.744
+2022-01-01T20:00:00Z;0.611
+2022-01-01T21:00:00Z;0.417
+2022-01-01T22:00:00Z;0.191
+2022-01-01T23:00:00Z;0.0222
diff --git a/examples/scenarios/test_volatile_source/datapackage.json b/examples/scenarios/test_volatile_source/datapackage.json
new file mode 100644
index 0000000..c52309a
--- /dev/null
+++ b/examples/scenarios/test_volatile_source/datapackage.json
@@ -0,0 +1,628 @@
+{
+    "profile": "tabular-data-package",
+    "name": "test_volatile_source",
+    "oemof_tabular_version": "0.0.6dev",
+    "resources": [
+        {
+            "path": "data/elements/bus.csv",
+            "profile": "tabular-data-resource",
+            "name": "bus",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "balanced",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": []
+            }
+        },
+        {
+            "path": "data/elements/conversion.csv",
+            "profile": "tabular-data-resource",
+            "name": "conversion",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_minimum",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "from_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "to_bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "from_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "to_bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/excess.csv",
+            "profile": "tabular-data-resource",
+            "name": "excess",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/load.csv",
+            "profile": "tabular-data-resource",
+            "name": "load",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "region",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "year",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "amount",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "load_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/storage.csv",
+            "profile": "tabular-data-resource",
+            "name": "storage",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_potential",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "efficiency",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "storage_capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "invest_relation_output_capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "lifetime",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/elements/volatile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "name",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "type",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "carrier",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "tech",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capacity_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "bus",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "marginal_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "profile",
+                        "type": "string",
+                        "format": "default"
+                    },
+                    {
+                        "name": "expandable",
+                        "type": "boolean",
+                        "format": "default"
+                    },
+                    {
+                        "name": "capex",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "opex_fix",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "resource_cost",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emission_factor",
+                        "type": "number",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint_factor",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "land_requirement",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "water_footprint",
+                        "type": "integer",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghg_emissions",
+                        "type": "integer",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ],
+                "primaryKey": "name",
+                "foreignKeys": [
+                    {
+                        "fields": "bus",
+                        "reference": {
+                            "resource": "bus",
+                            "fields": "name"
+                        }
+                    },
+                    {
+                        "fields": "profile",
+                        "reference": {
+                            "resource": "volatile_profile"
+                        }
+                    }
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/load_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "load_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "electricity",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        },
+        {
+            "path": "data/sequences/volatile_profile.csv",
+            "profile": "tabular-data-resource",
+            "name": "volatile_profile",
+            "format": "csv",
+            "mediatype": "text/csv",
+            "encoding": "utf-8",
+            "schema": {
+                "fields": [
+                    {
+                        "name": "timeindex",
+                        "type": "datetime",
+                        "format": "default"
+                    },
+                    {
+                        "name": "ghi",
+                        "type": "number",
+                        "format": "default"
+                    }
+                ],
+                "missingValues": [
+                    ""
+                ]
+            }
+        }
+    ]
+}
diff --git a/examples/scripts/compute.py b/examples/scripts/compute.py
index 6681e06..6533a59 100644
--- a/examples/scripts/compute.py
+++ b/examples/scripts/compute.py
@@ -52,6 +52,9 @@
     # "wefe_custom_attributes",
     # "wefe_pv_panel",
     # "wefe_reverse_osmosis",
+    #  "test_volatile_source",
+    "aiwa",
+    # "douar_lamrabet"
 ]
 # weighted average cost of capital (WACC) - might move later
 # this parameter is needed if CAPEX, OPEX fix and lifetime are included
diff --git a/src/oemof_tabular_plugins/general/__init__.py b/src/oemof_tabular_plugins/general/__init__.py
index d514f23..48e64e4 100644
--- a/src/oemof_tabular_plugins/general/__init__.py
+++ b/src/oemof_tabular_plugins/general/__init__.py
@@ -4,3 +4,12 @@
 from .pre_processing.pre_processing import calculate_annuity
 from .pre_processing.pre_processing import logger
 from .post_processing.gui import prepare_app
+
+from oemof.tabular.facades import TYPEMAP
+from .facades import SimpleSource
+
+OTP_TYPEMAP = {
+    "source": SimpleSource,
+}
+
+OTP_TYPEMAP.update(TYPEMAP)
diff --git a/src/oemof_tabular_plugins/general/facades/__init__.py b/src/oemof_tabular_plugins/general/facades/__init__.py
new file mode 100644
index 0000000..b483cc2
--- /dev/null
+++ b/src/oemof_tabular_plugins/general/facades/__init__.py
@@ -0,0 +1 @@
+from .source import SimpleSource
diff --git a/src/oemof_tabular_plugins/general/facades/source.py b/src/oemof_tabular_plugins/general/facades/source.py
new file mode 100644
index 0000000..76ae1e3
--- /dev/null
+++ b/src/oemof_tabular_plugins/general/facades/source.py
@@ -0,0 +1,30 @@
+from oemof.solph.buses import Bus
+from oemof.solph.components import Source
+from oemof.solph.flows import Flow
+
+from oemof.tabular._facade import Facade, dataclass_facade
+
+
+@dataclass_facade
+class SimpleSource(Source, Facade):
+    r"""Bare Source element with one output. This class can be used to model
+    Sun or rain when connected to a multi-input, multi-output converter (MIMO)
+    with adequate conversion factors
+
+
+    Parameters
+    ----------
+    bus: oemof.solph.Bus
+        An oemof bus instance where the source is connected to
+    """
+
+    bus: Bus
+
+    carrier: str = ""
+
+    tech: str = ""
+
+    def build_solph_components(self):
+        """ """
+
+        self.outputs.update({self.bus: Flow()})
diff --git a/src/oemof_tabular_plugins/script/compute.py b/src/oemof_tabular_plugins/script/compute.py
index 36cdd8e..14f9fd7 100644
--- a/src/oemof_tabular_plugins/script/compute.py
+++ b/src/oemof_tabular_plugins/script/compute.py
@@ -12,6 +12,9 @@
 from oemof.tabular import datapackage  # noqa
 from oemof.tabular.facades import TYPEMAP
 
+
+from oemof.solph.constraints import equate_variables
+
 # ---- imports from oemof-tabular-plugins package ----
 from oemof_tabular_plugins.general import (
     post_processing,
@@ -101,7 +104,20 @@ def compute_scenario(
         constraint_type_map=CONSTRAINT_TYPE_MAP,
     )
     logger.info("Constraints added to model")
-
+    # import pdb;pdb.set_trace()
+    # IMPORTANT, THE NAME HERE MUST MATCH THE NAME OF COMPONENT IN CSV FILES
+    pv_component = m.es.groups["pv-panel"]
+    el_bus = m.es.groups["dc-elec-bus"]
+    solar_radiation = m.es.groups["solar-resource"]
+    solar_bus = m.es.groups["solar-bus"]
+    equate_variables(
+        m,
+        m.InvestmentFlowBlock.invest[
+            pv_component, el_bus, 0
+        ],  # ORDER FROM COMPONENT TO BUS OR FROM BUS TO COMPONENT MATTERS!
+        m.InvestmentFlowBlock.invest[solar_radiation, solar_bus, 0],
+        factor1=5,  # HERE YOU CAN SET ANY OTHER FACTOR BETWEEN THE TWO OPTIMIZED CAP
+    )
     # if you want dual variables / shadow prices uncomment line below
     # m.receive_duals()
 
diff --git a/src/oemof_tabular_plugins/wefe/__init__.py b/src/oemof_tabular_plugins/wefe/__init__.py
index ca98c8a..3bd7588 100644
--- a/src/oemof_tabular_plugins/wefe/__init__.py
+++ b/src/oemof_tabular_plugins/wefe/__init__.py
@@ -1,7 +1,7 @@
 from oemof_tabular_plugins.wefe.constraints.constraint_facades import (
     CONSTRAINT_TYPE_MAP,
 )
-from oemof.tabular.facades import TYPEMAP
+from oemof_tabular_plugins.general import OTP_TYPEMAP
 from .facades import (
     PVPanel,
     MIMO,
@@ -22,4 +22,4 @@
     "apv": APV,
 }
 
-WEFE_TYPEMAP.update(TYPEMAP)
+WEFE_TYPEMAP.update(OTP_TYPEMAP)