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+35.90664;35.90664;0;0.135 +16.85376;16.85376;0;0.163999999999999 +5.83536;5.83536;0;0.214 diff --git a/src/B_read_from_files.py b/src/B_read_from_files.py index 07496dde..6ce86b5a 100644 --- a/src/B_read_from_files.py +++ b/src/B_read_from_files.py @@ -27,11 +27,15 @@ TARIFF, TITLE_TIME, TITLE_DEMAND_AC, + TITLE_DEMAND_AC_CRITICAL, TITLE_DEMAND_DC, + TITLE_DEMAND_DC_CRITICAL, TITLE_PV, TITLE_WIND, DEMAND_AC, + DEMAND_AC_CRITICAL, DEMAND_DC, + DEMAND_DC_CRITICAL, PV_GENERATION_PER_KWP, WIND_GENERATION_PER_KW, GRID_AVAILABILITY, @@ -110,7 +114,7 @@ def process_excel_file(input_excel_file): # -------- Check for, create or empty results directory -----------------------# check_output_directory(settings, input_excel_file) - (parameters_constant_units, parameters_constant_values,) = get_parameters_constant( + (parameters_constant_units, parameters_constant_values) = get_parameters_constant( input_excel_file, sheet_input_constant ) parameters_sensitivity = get_parameters_sensitivity( @@ -406,10 +410,7 @@ def get_case_definitions(file, sheet_project_sites): {MAX_SHORTAGE: float(case_definitions[case][MAX_SHORTAGE])} ) - if case_definitions[case][EVALUATION_PERSPECTIVE] not in [ - AC_SYSTEM, - DC_SYSTEM, - ]: + if case_definitions[case][EVALUATION_PERSPECTIVE] not in [AC_SYSTEM, DC_SYSTEM]: logging.error( f"Parameter {EVALUATION_PERSPECTIVE} has to be either {AC_SYSTEM} or {DC_SYSTEM}, but is {case_definitions[case][EVALUATION_PERSPECTIVE]}" ) @@ -551,7 +552,9 @@ def from_file(project_site, path_from): list_columns = [ TITLE_TIME, TITLE_DEMAND_AC, + TITLE_DEMAND_AC_CRITICAL, TITLE_DEMAND_DC, + TITLE_DEMAND_DC_CRITICAL, TITLE_PV, TITLE_WIND, TITLE_GRID_AVAILABILITY, @@ -584,6 +587,10 @@ def from_file(project_site, path_from): dictionary_title = DEMAND_AC elif column_item == TITLE_DEMAND_DC: dictionary_title = DEMAND_DC + elif column_item == TITLE_DEMAND_AC_CRITICAL: + dictionary_title = DEMAND_AC_CRITICAL + elif column_item == TITLE_DEMAND_DC_CRITICAL: + dictionary_title = DEMAND_DC_CRITICAL elif column_item == TITLE_PV: dictionary_title = PV_GENERATION_PER_KWP elif column_item == TITLE_WIND: @@ -611,6 +618,9 @@ def from_file(project_site, path_from): project_site.update( {dictionary_title: pd.Series([0 for i in range(0, 8760)])} ) + logging.debug( + f"Data input: {column_item} will be read from column {dictionary_title}" + ) return diff --git a/src/D0_process_input.py b/src/D0_process_input.py index 472f654f..fb49d76c 100644 --- a/src/D0_process_input.py +++ b/src/D0_process_input.py @@ -32,19 +32,29 @@ TIME_FREQUENCY, FILE_INDEX, DEMAND_PROFILE_AC, + DEMAND_PROFILE_AC_CRITICAL, DEMAND_PROFILE_DC, + DEMAND_PROFILE_DC_CRITICAL, ACCUMULATED_PROFILE_AC_SIDE, ACCUMULATED_PROFILE_DC_SIDE, TOTAL_DEMAND_AC, + TOTAL_DEMAND_AC_CRITICAL, PEAK_DEMAND_AC, + PEAK_DEMAND_AC_CRITICAL, TOTAL_DEMAND_DC, + TOTAL_DEMAND_DC_CRITICAL, PEAK_DEMAND_DC, + PEAK_DEMAND_DC_CRITICAL, PEAK_PV_GENERATION_PER_KWP, PEAK_WIND_GENERATION_PER_KW, MEAN_DEMAND_AC, + MEAN_DEMAND_AC_CRITICAL, MEAN_DEMAND_DC, + MEAN_DEMAND_DC_CRITICAL, PEAK_MEAN_DEMAND_RATIO_AC, + PEAK_MEAN_DEMAND_RATIO_AC_CRITICAL, PEAK_MEAN_DEMAND_RATIO_DC, + PEAK_MEAN_DEMAND_RATIO_DC_CRITICAL, ABS_PEAK_DEMAND_AC_SIDE, PROJECT_LIFETIME, WACC, @@ -53,10 +63,12 @@ FUEL_PRICE_CHANGE_ANNUAL, TAX, DEMAND_AC, + DEMAND_AC_CRITICAL, PV_GENERATION_PER_KWP, WIND_GENERATION_PER_KW, GRID_AVAILABILITY, DEMAND_DC, + DEMAND_DC_CRITICAL, LP_FILE_FOR_ONLY_3_TIMESTEPS, RECTIFIER_AC_DC_EFFICIENCY, INVERTER_DC_AC_EFFICIENCY, @@ -229,7 +241,27 @@ def economic_values(experiment): return experiment -def add_timeseries(experiment_s): +MAPPING_DEMAND_TYPE_TO_PROFILE = { + DEMAND_AC: DEMAND_PROFILE_AC, + DEMAND_AC_CRITICAL: DEMAND_PROFILE_AC_CRITICAL, + DEMAND_DC_CRITICAL: DEMAND_PROFILE_DC_CRITICAL, + DEMAND_DC: DEMAND_PROFILE_DC, +} + + +def update_demand_profile(experiment_s, experiment, demand_type): + index = experiment_s[experiment][DATE_TIME_INDEX] + experiment_s[experiment].update( + { + MAPPING_DEMAND_TYPE_TO_PROFILE[demand_type]: pd.Series( + experiment_s[experiment][demand_type][0 : len(index)].values, + index=index, + ) + } + ) + + +def add_timeseries(experiment_s) -> object: """ Update experiments and add longest date_time_index to settings @@ -278,7 +310,7 @@ def add_timeseries(experiment_s): for experiment in experiment_s: index = experiment_s[experiment][DATE_TIME_INDEX] - if experiment_s[experiment][FILE_INDEX] != None: + if experiment_s[experiment][FILE_INDEX] is not None: if DEMAND_AC in experiment_s[experiment]: year_timeseries_in_file = ( experiment_s[experiment][DEMAND_AC].index[0].year @@ -300,10 +332,18 @@ def add_timeseries(experiment_s): experiment_s[experiment][DEMAND_AC].values, index=experiment_s[experiment][FILE_INDEX], ) + demand_ac_critical = pd.Series( + experiment_s[experiment][DEMAND_AC_CRITICAL].values, + index=experiment_s[experiment][FILE_INDEX], + ) demand_dc = pd.Series( experiment_s[experiment][DEMAND_DC].values, index=experiment_s[experiment][FILE_INDEX], ) + demand_dc_critical = pd.Series( + experiment_s[experiment][DEMAND_DC_CRITICAL].values, + index=experiment_s[experiment][FILE_INDEX], + ) pv_generation_per_kWp = pd.Series( experiment_s[experiment][PV_GENERATION_PER_KWP].values, index=experiment_s[experiment][FILE_INDEX], @@ -314,7 +354,13 @@ def add_timeseries(experiment_s): ) # from provided data use only analysed timeframe experiment_s[experiment].update({DEMAND_PROFILE_AC: demand_ac[index]}) + experiment_s[experiment].update( + {DEMAND_PROFILE_AC_CRITICAL: demand_ac_critical[index]} + ) experiment_s[experiment].update({DEMAND_PROFILE_DC: demand_dc[index]}) + experiment_s[experiment].update( + {DEMAND_PROFILE_DC_CRITICAL: demand_dc_critical[index]} + ) experiment_s[experiment].update( {PV_GENERATION_PER_KWP: pv_generation_per_kWp[index]} ) @@ -335,24 +381,15 @@ def add_timeseries(experiment_s): # file index is date time index, no change necessary pass - elif experiment_s[experiment][FILE_INDEX] == None: - # limit based on index - experiment_s[experiment].update( - { - DEMAND_PROFILE_AC: pd.Series( - experiment_s[experiment][DEMAND_AC][0 : len(index)].values, - index=index, - ) - } - ) - experiment_s[experiment].update( - { - DEMAND_PROFILE_DC: pd.Series( - experiment_s[experiment][DEMAND_DC][0 : len(index)].values, - index=index, - ) - } - ) + elif experiment_s[experiment][FILE_INDEX] is None: + for demand_type in [ + DEMAND_AC, + DEMAND_AC_CRITICAL, + DEMAND_DC_CRITICAL, + DEMAND_DC, + ]: + update_demand_profile(experiment_s, experiment, demand_type) + experiment_s[experiment].update( { PV_GENERATION_PER_KWP: pd.Series( @@ -363,6 +400,7 @@ def add_timeseries(experiment_s): ) } ) + experiment_s[experiment].update( { WIND_GENERATION_PER_KW: pd.Series( @@ -419,9 +457,24 @@ def add_timeseries(experiment_s): experiment_s[experiment].update( {DEMAND_PROFILE_AC: experiment_s[experiment][DEMAND_PROFILE_AC][index]} ) + experiment_s[experiment].update( + { + DEMAND_PROFILE_AC_CRITICAL: experiment_s[experiment][ + DEMAND_PROFILE_AC_CRITICAL + ][index] + } + ) experiment_s[experiment].update( {DEMAND_PROFILE_DC: experiment_s[experiment][DEMAND_PROFILE_DC][index]} ) + experiment_s[experiment].update( + { + DEMAND_PROFILE_DC_CRITICAL: experiment_s[experiment][ + DEMAND_PROFILE_DC_CRITICAL + ][index] + } + ) + experiment_s[experiment].update( { PV_GENERATION_PER_KWP: experiment_s[experiment][ @@ -444,7 +497,6 @@ def add_timeseries(experiment_s): ] } ) - experiment_s[experiment].update( { ACCUMULATED_PROFILE_AC_SIDE: experiment_s[experiment][DEMAND_PROFILE_AC] @@ -452,7 +504,6 @@ def add_timeseries(experiment_s): / experiment_s[experiment][RECTIFIER_AC_DC_EFFICIENCY] } ) - experiment_s[experiment].update( { ACCUMULATED_PROFILE_DC_SIDE: experiment_s[experiment][DEMAND_PROFILE_AC] @@ -460,12 +511,25 @@ def add_timeseries(experiment_s): + experiment_s[experiment][DEMAND_PROFILE_DC] } ) + experiment_s[experiment].update( { TOTAL_DEMAND_AC: sum(experiment_s[experiment][DEMAND_PROFILE_AC]), + TOTAL_DEMAND_AC_CRITICAL: sum( + experiment_s[experiment][DEMAND_PROFILE_AC_CRITICAL] + ), PEAK_DEMAND_AC: max(experiment_s[experiment][DEMAND_PROFILE_AC]), + PEAK_DEMAND_AC_CRITICAL: max( + experiment_s[experiment][DEMAND_PROFILE_AC_CRITICAL] + ), TOTAL_DEMAND_DC: sum(experiment_s[experiment][DEMAND_PROFILE_DC]), + TOTAL_DEMAND_DC_CRITICAL: sum( + experiment_s[experiment][DEMAND_PROFILE_DC_CRITICAL] + ), PEAK_DEMAND_DC: max(experiment_s[experiment][DEMAND_PROFILE_DC]), + PEAK_DEMAND_DC_CRITICAL: max( + experiment_s[experiment][DEMAND_PROFILE_DC_CRITICAL] + ), PEAK_PV_GENERATION_PER_KWP: max( experiment_s[experiment][PV_GENERATION_PER_KWP] ), @@ -515,15 +579,23 @@ def add_timeseries(experiment_s): # Warnings if ( - experiment_s[experiment][TOTAL_DEMAND_AC] - == 0 + experiment_s[experiment][TOTAL_DEMAND_DC] - == 0 + experiment_s[experiment][TOTAL_DEMAND_AC] == 0 + and experiment_s[experiment][TOTAL_DEMAND_DC] == 0 ): logging.warning( "No demand in evaluated timesteps at project site " + experiment_s[experiment][PROJECT_SITE_NAME] + " - simulation will crash." ) + if ( + experiment_s[experiment][TOTAL_DEMAND_AC_CRITICAL] == 0 + and experiment_s[experiment][TOTAL_DEMAND_DC_CRITICAL] == 0 + ): + logging.warning( + "No critical demand in evaluated timesteps at project site " + + experiment_s[experiment][PROJECT_SITE_NAME] + + " - simulation will not provide expected results if you wanted to distinguish between critical and non-critical demand." + ) if experiment_s[experiment][PEAK_PV_GENERATION_PER_KWP] == 0: logging.info( "No pv generation in evaluated timesteps at project site " @@ -557,7 +629,9 @@ def apply_noise(experiment_s): """ for experiment in experiment_s: on_series(experiment_s[experiment], WHITE_NOISE_DEMAND, DEMAND_AC) + on_series(experiment_s[experiment], WHITE_NOISE_DEMAND, DEMAND_AC_CRITICAL) on_series(experiment_s[experiment], WHITE_NOISE_DEMAND, DEMAND_DC) + on_series(experiment_s[experiment], WHITE_NOISE_DEMAND, DEMAND_DC_CRITICAL) on_series(experiment_s[experiment], WHITE_NOISE_PV, PV_GENERATION_PER_KWP) on_series(experiment_s[experiment], WHITE_NOISE_WIND, WIND_GENERATION_PER_KW) return diff --git a/src/F_case_definitions.py b/src/F_case_definitions.py index 71d9e320..bb6a2854 100644 --- a/src/F_case_definitions.py +++ b/src/F_case_definitions.py @@ -20,6 +20,8 @@ FILENAME, TOTAL_DEMAND_AC, TOTAL_DEMAND_DC, + TOTAL_DEMAND_AC_CRITICAL, + TOTAL_DEMAND_DC_CRITICAL, ABS_PEAK_DEMAND_AC_SIDE, EVALUATED_DAYS, GENSET_WITH_MINIMAL_LOADING, @@ -58,6 +60,7 @@ RENEWABLE_CONSTRAINT, MIN_RENEWABLE_SHARE, RENEWABLE_SHARE_CONSTRAINT, + CRITICAL_CONSTRAINT, NUMBER_OF_EQUAL_GENERATORS, EVALUATION_PERSPECTIVE, FORCE_CHARGE_FROM_MAINGRID, @@ -69,6 +72,7 @@ SHARE_BACKUP, SHARE_USAGE, SHARE_HYBRID, + CRITICAL, DEFAULT, ) @@ -107,6 +111,8 @@ def update_dict(capacities_oem, specific_case, experiment): ], # experiment['output_folder'] + "_" + specific_case['case_name'] + experiment['filename'] TOTAL_DEMAND_AC: experiment[TOTAL_DEMAND_AC], TOTAL_DEMAND_DC: experiment[TOTAL_DEMAND_DC], + TOTAL_DEMAND_AC_CRITICAL: experiment[TOTAL_DEMAND_AC_CRITICAL], + TOTAL_DEMAND_DC_CRITICAL: experiment[TOTAL_DEMAND_DC_CRITICAL], PEAK_DEMAND: experiment[ABS_PEAK_DEMAND_AC_SIDE], EVALUATED_DAYS: experiment[EVALUATED_DAYS], GENSET_WITH_MINIMAL_LOADING: specific_case[GENSET_WITH_MINIMAL_LOADING], @@ -234,6 +240,7 @@ def update_dict(capacities_oem, specific_case, experiment): or specific_case[STABILITY_CONSTRAINT] == SHARE_BACKUP or specific_case[STABILITY_CONSTRAINT] == SHARE_USAGE or specific_case[STABILITY_CONSTRAINT] == SHARE_HYBRID + or specific_case[STABILITY_CONSTRAINT] == CRITICAL ): experiment_case_dict.update( {STABILITY_CONSTRAINT: specific_case[STABILITY_CONSTRAINT]} @@ -245,8 +252,22 @@ def update_dict(capacities_oem, specific_case, experiment): ) ########################################### - # Include renewable constraint # + # Include critical constraint # ########################################### + if specific_case[CRITICAL_CONSTRAINT] == DEFAULT: + experiment_case_dict.update({CRITICAL_CONSTRAINT: False}) + elif specific_case[CRITICAL_CONSTRAINT] is False: + experiment_case_dict.update({CRITICAL_CONSTRAINT: False}) + elif specific_case[CRITICAL_CONSTRAINT] is True: + experiment_case_dict.update({CRITICAL_CONSTRAINT: True}) + else: + logging.warning( + warning_string + + f" value {CRITICAL_CONSTRAINT} (True/False/default) not defined properly" + ) + ########################################### + # Include renewable constraint # + ###########################################>> if specific_case[RENEWABLE_CONSTRAINT] == DEFAULT: if experiment[MIN_RENEWABLE_SHARE] == 0: diff --git a/src/G0_oemof_simulate.py b/src/G0_oemof_simulate.py index 93a7ca53..870f9b0c 100644 --- a/src/G0_oemof_simulate.py +++ b/src/G0_oemof_simulate.py @@ -155,7 +155,7 @@ def run(experiment, case_dict): experiment, e_flows_df, ) - + # TODO maybe separate critical and non critical here for results plotting oemof_results.update( { SUPPLY_RELIABILITY_KWH: oemof_results[TOTAL_DEMAND_SUPPLIED_ANNUAL_KWH] diff --git a/src/G1_oemof_create_model.py b/src/G1_oemof_create_model.py index 684ae8c3..68f2d1db 100644 --- a/src/G1_oemof_create_model.py +++ b/src/G1_oemof_create_model.py @@ -10,7 +10,12 @@ BUS_FUEL, DATE_TIME_INDEX, BUS_ELECTRICITY_AC, + DEMAND_DC, + DEMAND_AC, + DEMAND_DC_CRITICAL, + DEMAND_AC_CRITICAL, DEMAND_PROFILE_AC, + DEMAND_PROFILE_AC_CRITICAL, GENSET_FIXED_CAPACITY, GENSET_WITH_MINIMAL_LOADING, NUMBER_OF_EQUAL_GENERATORS, @@ -21,6 +26,7 @@ PEAK_DEMAND, BUS_ELECTRICITY_DC, DEMAND_PROFILE_DC, + DEMAND_PROFILE_DC_CRITICAL, PV_FIXED_CAPACITY, STORAGE_FIXED_CAPACITY, STORAGE_FIXED_POWER, @@ -31,7 +37,9 @@ SHARE_BACKUP, SHARE_USAGE, SHARE_HYBRID, + CRITICAL, RENEWABLE_SHARE_CONSTRAINT, + CRITICAL_CONSTRAINT, FORCE_CHARGE_FROM_MAINGRID, DISCHARGE_ONLY_WHEN_BLACKOUT, ENABLE_INVERTER_ONLY_AT_BLACKOUT, @@ -85,6 +93,8 @@ def build(experiment, case_dict): # create energy system micro_grid_system = solph.EnergySystem(timeindex=experiment[DATE_TIME_INDEX]) + critical_constraint = case_dict.get(CRITICAL_CONSTRAINT, False) + ################################### ## AC side of the energy system # ################################### @@ -93,10 +103,24 @@ def build(experiment, case_dict): bus_electricity_ac = solph.Bus(label=BUS_ELECTRICITY_AC) micro_grid_system.add(bus_electricity_ac) - # ------------demand sink ac------------# - sink_demand_ac = generate.demand_ac( - micro_grid_system, bus_electricity_ac, experiment[DEMAND_PROFILE_AC] - ) + if critical_constraint is True: + # ------------demand sink ac critical ------------# + # the function already add the sink to the energy system + # demand_ac_critical \ + sink_demand_ac, sink_demand_ac_reducable, sink_demand_ac_critical = generate.demand_critical( + micro_grid_system, + bus_electricity_ac, + experiment, + demand_type=DEMAND_AC_CRITICAL, + ) + else: + # ------------demand sink ac------------# + # the function already add the sink to the energy system + sink_demand_ac = generate.demand( + micro_grid_system, bus_electricity_ac, experiment, demand_type=DEMAND_AC + ) + + # ------------fuel source------------# if case_dict[GENSET_FIXED_CAPACITY] != None: @@ -219,10 +243,9 @@ def build(experiment, case_dict): # ------------point of coupling (feedin)------------# if case_dict[PCC_FEEDIN_FIXED_CAPACITY] == None: - pass - # pointofcoupling_feedin = None + pointofcoupling_feedin = None elif case_dict[PCC_FEEDIN_FIXED_CAPACITY] is False: - generate.pointofcoupling_feedin_oem( + pointofcoupling_feedin = generate.pointofcoupling_feedin_oem( micro_grid_system, bus_electricity_ac, bus_electricity_ng_feedin, @@ -231,7 +254,7 @@ def build(experiment, case_dict): ) elif isinstance(case_dict[PCC_FEEDIN_FIXED_CAPACITY], float): - generate.pointofcoupling_feedin_fix( + pointofcoupling_feedin = generate.pointofcoupling_feedin_fix( micro_grid_system, bus_electricity_ac, bus_electricity_ng_feedin, @@ -254,10 +277,23 @@ def build(experiment, case_dict): bus_electricity_dc = solph.Bus(label=BUS_ELECTRICITY_DC) micro_grid_system.add(bus_electricity_dc) - # ------------demand sink dc------------# - sink_demand_dc = generate.demand_dc( - micro_grid_system, bus_electricity_dc, experiment[DEMAND_PROFILE_DC] - ) + if critical_constraint is True: + # ------------demand sink dc critical ------------# + # the function already add the sink to the energy system + #demand_dc_critical + sink_demand_dc, sink_demand_dc_reducable, sink_demand_dc_critical = generate.demand_critical( + micro_grid_system, + bus_electricity_dc, + experiment, + demand_type=DEMAND_DC_CRITICAL, + ) + else: + # ------------demand sink dc------------# + # the function already add the sink to the energy system + sink_demand_dc = generate.demand( + micro_grid_system, bus_electricity_dc, experiment, demand_type=DEMAND_DC + ) + # ------------PV------------# if case_dict[PV_FIXED_CAPACITY] == None: @@ -416,6 +452,7 @@ def build(experiment, case_dict): experiment=experiment, storage=storage, sink_demand=sink_demand_ac, + demand_ac_critical=demand_ac_critical, genset=genset, pcc_consumption=pointofcoupling_consumption, source_shortage=source_shortage, @@ -429,6 +466,64 @@ def build(experiment, case_dict): + " faulty at stability_constraint. Value can only be False, float or None" ) + # ------------Critical demand constraint------------# + if case_dict[CRITICAL_CONSTRAINT] is True: + logging.info("Added constraint: Critical demand fulfilled at all timesteps") + + if case_dict[STABILITY_CONSTRAINT] != False: + raise ValueError( + "At the moment you cannot use the stability constraint with critical demand" + ) + + # list of assets which bring energy into the AC bus which could be used to fullfill critical demand + ac_generation_assets = [ + asset + for asset in [ + wind_plant, + pointofcoupling_consumption, + source_shortage, + inverter, + ] + if asset is not None + ] + + if case_dict[GENSET_FIXED_CAPACITY] != None: + for number in range(1, case_dict[NUMBER_OF_EQUAL_GENERATORS] + 1): + ac_generation_assets.append(genset[number]) + + # TODO should we include the excess in the equation here? + # list of assets which take energy away from the AC bus which then compete with critical demand + ac_consumption_assets = [ + asset + for asset in [pointofcoupling_feedin, rectifier, sink_demand_ac, sink_demand_ac_reducable] + if asset is not None + ] + + # list of assets which bring energy into the DC bus which could be used to fullfill demand + dc_generation_assets = [ + asset + for asset in [solar_plant, rectifier, source_shortage, storage] + if asset is not None + ] + + # TODO should we include the excess in the equation here? + # list of assets which take energy away from the DC bus which then compete with critical demand + dc_consumption_assets = [ + asset for asset in [inverter, storage, sink_demand_dc, sink_demand_dc_reducable] if asset is not None + ] + + constraints_custom.critical( + model, + ac_generation_assets=ac_generation_assets, + ac_consumption_assets=ac_consumption_assets, + dc_generation_assets=dc_generation_assets, + dc_consumption_assets=dc_consumption_assets, + demand_dc_critical=sink_demand_dc_critical, + demand_ac_critical=sink_demand_ac_critical, + el_bus_ac=bus_electricity_ac, + el_bus_dc=bus_electricity_dc, + ) + # ------------Renewable share constraint------------# if case_dict[RENEWABLE_SHARE_CONSTRAINT] is False: pass @@ -497,6 +592,7 @@ def build(experiment, case_dict): + " faulty at enable_inverter_at_backout. Value can only be True or False" ) + # TODO maybe important for critical """ # ------------Allow shortage only for certain percentage of demand in a timestep------------# if case_dict['allow_shortage'] is True: diff --git a/src/G2a_oemof_busses_and_componets.py b/src/G2a_oemof_busses_and_componets.py index d6ad3e6a..1a91564d 100644 --- a/src/G2a_oemof_busses_and_componets.py +++ b/src/G2a_oemof_busses_and_componets.py @@ -19,10 +19,14 @@ PRICE_FUEL, COMBUSTION_VALUE_FUEL, SOURCE_SHORTAGE, + STABILITY_CONSTRAINT, + CRITICAL_CONSTRAINT, SHORTAGE_PENALTY_COST, MAX_SHORTAGE, TOTAL_DEMAND_AC, TOTAL_DEMAND_DC, + TOTAL_DEMAND_AC_CRITICAL, + TOTAL_DEMAND_DC_CRITICAL, BUS_ELECTRICITY_NG_CONSUMPTION, SOURCE_MAINGRID_CONSUMPTION, SINK_MAINGRID_CONSUMPTION_SYMBOLIC, @@ -56,6 +60,7 @@ MAINGRID_ELECTRICITY_PRICE, PCOUPLING_EFFICIENCY, GENERIC_STORAGE, + SHORTAGE_MAX_ALLOWED, STORAGE_SOC_INITIAL, STORAGE_CAPACITY_COST_ANNUITY, STORAGE_COST_VAR, @@ -70,8 +75,15 @@ SINK_EXCESS, TRANSFORMER_RECTIFIER, DISTRIBUTION_GRID_EFFICIENCY, + DEMAND_AC, + DEMAND_AC_CRITICAL, + DEMAND_DC, + DEMAND_DC_CRITICAL, SINK_DEMAND_AC, SINK_DEMAND_DC, + NON_CRITICAL_REDUCABLE_SUFFIX, + SINK_DEMAND_AC_CRITICAL, + SINK_DEMAND_DC_CRITICAL, SINK_MAINGRID_FEEDIN, GRID_AVAILABILITY, SINK_MAINGRID_FEEDIN_SYMBOLIC, @@ -79,6 +91,7 @@ WIND_GENERATION, WIND_COST_ANNUITY, BUS_ELECTRICITY_NG_FEEDIN, + TITLE_DEMAND_DC_CRITICAL, ) ############################################################################### @@ -110,22 +123,44 @@ def shortage( Creates source for shortages "source_shortage" including boundary conditions for maximal unserved demand and the variable costs of unserved demand. """ - logging.debug("Added to oemof model: source shortage") - source_shortage = solph.Source( - label=SOURCE_SHORTAGE, - outputs={ - bus_electricity_ac: solph.Flow( - variable_costs=experiment[SHORTAGE_PENALTY_COST], - nominal_value=case_dict[MAX_SHORTAGE] * case_dict[TOTAL_DEMAND_AC], - summed_max=1, - ), - bus_electricity_dc: solph.Flow( - variable_costs=experiment["shortage_penalty_costs"], - nominal_value=case_dict["max_shortage"] * case_dict["total_demand_dc"], - summed_max=1, - ), - }, - ) + + critical_constraint = case_dict.get(CRITICAL_CONSTRAINT, False) + if critical_constraint is True: + logging.debug("Added to oemof model: source shortage for critical demand") + source_shortage = solph.Source( + label=SOURCE_SHORTAGE, + outputs={ + bus_electricity_ac: solph.Flow( + variable_costs=experiment[SHORTAGE_PENALTY_COST], + nominal_value=case_dict[MAX_SHORTAGE] + * case_dict[TOTAL_DEMAND_AC], + summed_max=1, + ), + bus_electricity_dc: solph.Flow( + variable_costs=experiment[SHORTAGE_PENALTY_COST], + nominal_value=case_dict[MAX_SHORTAGE] + * case_dict[TOTAL_DEMAND_DC], + summed_max=1, + ), + }, + ) + else: + logging.debug("Added to oemof model: source shortage") + source_shortage = solph.Source( + label=SOURCE_SHORTAGE, + outputs={ + bus_electricity_ac: solph.Flow( + variable_costs=experiment[SHORTAGE_PENALTY_COST], + nominal_value=case_dict[MAX_SHORTAGE] * case_dict[TOTAL_DEMAND_AC], + summed_max=1, + ), + bus_electricity_dc: solph.Flow( + variable_costs=experiment[SHORTAGE_PENALTY_COST], + nominal_value=case_dict[MAX_SHORTAGE] * case_dict[TOTAL_DEMAND_DC], + summed_max=1, + ), + }, + ) micro_grid_system.add(source_shortage) return source_shortage @@ -485,7 +520,7 @@ def pointofcoupling_feedin_fix( ) # is efficiency of the generator?? Then this should later on be included as a function of the load factor micro_grid_system.add(pointofcoupling_feedin) - return + return pointofcoupling_feedin # point of coupling = max(demand) limits PV feed-in, therefore there should be a minimal pcc capacity defined with @@ -517,7 +552,7 @@ def pointofcoupling_feedin_oem( conversion_factors={bus_electricity_ac: experiment[PCOUPLING_EFFICIENCY]}, ) micro_grid_system.add(pointofcoupling_feedin) - return + return pointofcoupling_feedin def pointofcoupling_consumption_fix( @@ -701,34 +736,93 @@ def distribution_grid_ac( return distribution -def demand_ac(micro_grid_system, bus_electricity_ac, demand_profile): +def demand(micro_grid_system, bus_electricity, experiment, demand_type): """ - Creates demand sink "sink_demand" with fixed flow + Creates demand sink of a demand type with a fixed flow """ - logging.debug("Added to oemof model: demand AC") + dict_sink_names = { + DEMAND_AC: SINK_DEMAND_AC, + DEMAND_DC: SINK_DEMAND_DC, + } + + if demand_type not in dict_sink_names: + logging.error( + f"The demand type you provided ({demand_type}), is not one if the allowed demand types: {','.join(dict_sink_names.keys())}" + ) + + logging.debug(f"Added to oemof model: {demand_type}") # create and add demand sink to micro_grid_system - fixed - sink_demand_ac = solph.Sink( - label=SINK_DEMAND_AC, - inputs={bus_electricity_ac: solph.Flow(fix=demand_profile, nominal_value=1)}, + + sink_demand = solph.Sink( + label=dict_sink_names[demand_type], + inputs={ + bus_electricity: solph.Flow(fix=experiment[demand_type], nominal_value=1) + }, ) - micro_grid_system.add(sink_demand_ac) - return sink_demand_ac + micro_grid_system.add(sink_demand) + return sink_demand -def demand_dc(micro_grid_system, bus_electricity_dc, demand_profile): +def demand_critical(micro_grid_system, bus_electricity, experiment, demand_type): """ - Creates demand sink "sink_demand" with fixed flow + Creates 3 demand sinks: one fix with critical demand, and the non critical demand is modelled + by two sinks, one of a demand type with a fixed flow (non critical demand needed to be supplied) and + one with a demand type that can be reduced if demand shortages are allowed """ - logging.debug("Added to oemof model: demand DC") + dict_sink_names = { + DEMAND_AC_CRITICAL: SINK_DEMAND_AC_CRITICAL, + DEMAND_DC_CRITICAL: SINK_DEMAND_DC_CRITICAL, + } + + if demand_type not in dict_sink_names: + logging.error( + f"The demand type you provided ({demand_type}), is not one if the allowed demand types: {','.join(dict_sink_names.keys())}" + ) + + logging.debug(f"Added to oemof model: {demand_type}") # create and add demand sink to micro_grid_system - fixed - sink_demand_dc = solph.Sink( - label="sink_demand_dc", - inputs={bus_electricity_dc: solph.Flow(fix=demand_profile, nominal_value=1)}, + + logging.warning(f"experiment[SHORTAGE_MAX_ALLOWED]: {experiment[SHORTAGE_MAX_ALLOWED]}") + + # The demand shortage is only allowed on the non-critical demand + if demand_type == DEMAND_AC_CRITICAL: + non_critical_demand_type = DEMAND_AC + non_critical_sink_name = SINK_DEMAND_AC + else: + non_critical_demand_type = DEMAND_DC + non_critical_sink_name = SINK_DEMAND_DC + + # critical demand, need to be supplied + sink_demand_critical = solph.Sink( + label=dict_sink_names[demand_type], + inputs={ + bus_electricity: solph.Flow(fix=experiment[demand_type], nominal_value=1) + }, ) - micro_grid_system.add(sink_demand_dc) - return sink_demand_dc + # reducable non critical demand, a percent can be subject to demand shortages, i.e. demand reductions + sink_demand_non_critical_reducable = solph.Sink( + label=non_critical_sink_name + NON_CRITICAL_REDUCABLE_SUFFIX, + inputs={ + bus_electricity: solph.Flow(max=experiment[SHORTAGE_MAX_ALLOWED]*experiment[non_critical_demand_type], + nominal_value=1,variable_costs=-0.01) + }, + ) + # non critical demand, this portion cannot be subject to demand shortages, i.e. demand reductions + sink_demand_non_critical = solph.Sink( + label=non_critical_sink_name, + inputs={ + bus_electricity: solph.Flow(fix=experiment[non_critical_demand_type] * (1 - experiment[SHORTAGE_MAX_ALLOWED]), + nominal_value=1) + }, + ) + + micro_grid_system.add(sink_demand_critical) + micro_grid_system.add(sink_demand_non_critical_reducable) + micro_grid_system.add(sink_demand_non_critical) + + return sink_demand_non_critical, sink_demand_non_critical_reducable, sink_demand_critical def maingrid_feedin(micro_grid_system, experiment): logging.debug("Added to oemof model: maingrid feedin") diff --git a/src/G2b_constraints_custom.py b/src/G2b_constraints_custom.py index debfbffc..c7b16c3a 100644 --- a/src/G2b_constraints_custom.py +++ b/src/G2b_constraints_custom.py @@ -61,6 +61,9 @@ def backup( el_bus_ac, el_bus_dc, ): + + raise ValueError("backup") + stability_limit = experiment[SHORTAGE_LIMIT] ## ------- Get CAP genset ------- # CAP_genset = 0 @@ -168,6 +171,8 @@ def backup_test(case_dict, oemof_results, experiment, e_flows_df): """ Testing simulation results for adherance to above defined stability criterion """ + + raise ValueError("backup test") if case_dict[STABILITY_CONSTRAINT] != False: demand_profile = e_flows_df[DEMAND] @@ -250,34 +255,57 @@ def hybrid( source_shortage, el_bus_ac, el_bus_dc, + demand_ac_critical=None, ): stability_limit = experiment[SHORTAGE_LIMIT] + print(case_dict[ALLOW_SHORTAGE]) + print(case_dict[GENSET_FIXED_CAPACITY]) + print(case_dict[STORAGE_FIXED_CAPACITY]) + import ipdb + + ipdb.set_trace() + + # ac_critical_demand = model.flow[el_bus_ac, demand_ac_critical, t] def stability_rule_capacity(model, t): expr = 0 ## ------- Get demand at t ------- # + # TODO adapt this demand = model.flow[el_bus_ac, sink_demand, t] expr += -stability_limit * demand + # Current state + # -stability*demand_nc + stability*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + + # what do we want? + # a) -stability*(demand_nc + demand_c) + stabililty*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + # b) -stability*(demand_c) + stability*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + ## ------- Get shortage at t------- # if case_dict[ALLOW_SHORTAGE] is True: + # TODO this is considered shortage = model.flow[source_shortage, el_bus_ac, t] - expr += +stability_limit * shortage + expr += stability_limit * shortage ## ------- Generation Diesel ------- # if case_dict[GENSET_FIXED_CAPACITY] != None: + # TODO this is considered for number in range(1, case_dict[NUMBER_OF_EQUAL_GENERATORS] + 1): expr += model.flow[genset[number], el_bus_ac, t] ##---------Grid consumption t-------# if case_dict[PCC_CONSUMPTION_FIXED_CAPACITY] != None: + # TODO this is NOT considered expr += model.flow[pcc_consumption, el_bus_ac, t] ## ------- Get stored capacity storage at t------- # if case_dict[STORAGE_FIXED_CAPACITY] != None: + # TODO this is considered + stored_electricity = 0 if case_dict[STORAGE_FIXED_CAPACITY] is False: # Storage subject to OEM + # TODO this is considered stored_electricity += ( model.GenericInvestmentStorageBlock.storage_content[storage, t] - experiment[STORAGE_SOC_MIN] @@ -286,6 +314,7 @@ def stability_rule_capacity(model, t): elif isinstance( case_dict[STORAGE_FIXED_CAPACITY], float ): # Fixed storage subject to dispatch + # TODO this is NOT considered stored_electricity += ( model.GenericStorageBlock.storage_content[storage, t] - experiment[STORAGE_SOC_MIN] * storage.nominal_capacity @@ -308,24 +337,36 @@ def stability_rule_power(model, t): demand = model.flow[el_bus_ac, sink_demand, t] expr += -stability_limit * demand + # Current state + # -stability_limit*demand_nc + stability*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + + # what do we want? + # a) -stability*(demand_nc + demand_c) + stabililty*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + # b) -stability*(demand_c) + stability*shortage + SUM_i genset_i + storage_out (can be negative or positive) >= 0 + ## ------- Get shortage at t------- # if case_dict[ALLOW_SHORTAGE] is True: + # TODO this is considered shortage = model.flow[source_shortage, el_bus_ac, t] expr += +stability_limit * shortage ## ------- Generation Diesel ------- # if case_dict[GENSET_FIXED_CAPACITY] != None: + # TODO this is considered for number in range(1, case_dict[NUMBER_OF_EQUAL_GENERATORS] + 1): expr += model.flow[genset[number], el_bus_ac, t] ##---------Grid consumption t-------# if case_dict[PCC_CONSUMPTION_FIXED_CAPACITY] != None: + # TODO this is NOT considered expr += model.flow[pcc_consumption, el_bus_ac, t] ## ------- Get power of storage ------- # if case_dict[STORAGE_FIXED_POWER] != None: + # TODO this is considered storage_power = 0 if case_dict[STORAGE_FIXED_CAPACITY] is False: + # TODO this is considered storage_power += model.InvestmentFlow.invest[storage, el_bus_dc] elif isinstance(case_dict[STORAGE_FIXED_CAPACITY], float): storage_power += case_dict[STORAGE_FIXED_POWER] @@ -419,7 +460,7 @@ def hybrid_test(case_dict, oemof_results, experiment, e_flows_df): ], index=demand_profile.index, ) - ratio_below_zero = ratio.clip_upper(0) + ratio_below_zero = ratio.clip(upper=0) test_warning(ratio_below_zero, oemof_results, boolean_test) else: @@ -440,6 +481,8 @@ def usage( el_bus, ): + raise ValueError("usage") + stability_limit = experiment[SHORTAGE_LIMIT] def stability_rule(model, t): @@ -676,6 +719,73 @@ def share_test(case_dict, oemof_results, experiment): return +def critical( + model, + el_bus_ac=None, + el_bus_dc=None, + demand_ac_critical=None, + demand_dc_critical=None, + ac_generation_assets=None, + ac_consumption_assets=None, + dc_generation_assets=None, + dc_consumption_assets=None, +): + """ + Force the system to always meet the critical demand over the non-critical one + + Parameters + - - - - - - - - + model: oemof.solph.model + + list of production assets and busses connected to them + + list of critical demand assets and busses connected to them + + """ + # TODO check if this constraint conflicts with other ones, then issue a warning to the user + + def meet_critical_ac_demand_rule(model, t): + """ + wind + genset + inverter + pcc_consumption + shortage - rectifier - pcc_feedin - non-critical demand - critical demand >= 0 + """ + ac_production = 0 + for ac_asset in ac_generation_assets: + ac_production += model.flow[ac_asset, el_bus_ac, t] + + ac_consumption = 0 + for ac_asset in ac_consumption_assets: + ac_consumption += model.flow[el_bus_ac, ac_asset, t] + + ac_critical_demand = model.flow[el_bus_ac, demand_ac_critical, t] + + return ac_production - ac_consumption - ac_critical_demand >= 0 + + def meet_critical_dc_demand_rule(model, t): + """ + PV + storage-discharge + shortage + rectifier - inverter - storage-charge - non-critical demand - critical demand >= 0 + """ + dc_production = 0 + for dc_asset in dc_generation_assets: + dc_production += model.flow[dc_asset, el_bus_dc, t] + + dc_consumption = 0 + for dc_asset in dc_consumption_assets: + dc_consumption += model.flow[el_bus_dc, dc_asset, t] + + dc_critical_demand = model.flow[el_bus_dc, demand_dc_critical, t] + + return dc_production - dc_consumption - dc_critical_demand >= 0 + + model.critical_constraint_ac = po.Constraint( + model.TIMESTEPS, rule=meet_critical_ac_demand_rule + ) + model.critical_constraint_dc = po.Constraint( + model.TIMESTEPS, rule=meet_critical_dc_demand_rule + ) + + return model + + def forced_charge(model, case_dict, el_bus_dc, storage, experiment): ## ------- Get CAP Storage ------- # CAP_storage = 0 @@ -705,9 +815,9 @@ def linear_charge(model, t): expr = 0 if case_dict[STORAGE_FIXED_CAPACITY] != None: if case_dict[STORAGE_FIXED_CAPACITY] is False: # Storage subject to OEM - stored_electricity += model.GenericInvestmentStorageBlock.storage_content[ - storage, t - ] + stored_electricity += ( + model.GenericInvestmentStorageBlock.storage_content[storage, t] + ) elif isinstance( case_dict[STORAGE_FIXED_CAPACITY], float ): # Fixed storage subject to dispatch @@ -814,9 +924,9 @@ def discharge_rule_upper(model, t): expr += model.flow[storage, el_bus, t] # Get stored electricity at t if case_dict[STORAGE_FIXED_CAPACITY] is False: # Storage subject to OEM - stored_electricity += model.GenericInvestmentStorageBlock.storage_content[ - storage, t - ] + stored_electricity += ( + model.GenericInvestmentStorageBlock.storage_content[storage, t] + ) elif isinstance( case_dict[STORAGE_FIXED_CAPACITY], float ): # Fixed storage subject to dispatch diff --git a/src/G3_oemof_evaluate.py b/src/G3_oemof_evaluate.py index 8af664aa..3d8905ff 100644 --- a/src/G3_oemof_evaluate.py +++ b/src/G3_oemof_evaluate.py @@ -16,14 +16,20 @@ EVALUATED_DAYS, DATE_TIME_INDEX, DEMAND, + DEMAND_CRITICAL, + DEMAND_NON_CRITICAL, SEQUENCES, BUS_ELECTRICITY_AC, SINK_DEMAND_AC, + SINK_DEMAND_AC_CRITICAL, +SINK_DEMAND_AC_REDUCABLE, FLOW, EVALUATION_PERSPECTIVE, INVERTER_DC_AC_EFFICIENCY, BUS_ELECTRICITY_DC, SINK_DEMAND_DC, + SINK_DEMAND_DC_CRITICAL, +SINK_DEMAND_DC_REDUCABLE, RECTIFIER_AC_DC_EFFICIENCY, TOTAL_DEMAND_ANNUAL_KWH, DEMAND_PEAK_KW, @@ -117,7 +123,12 @@ FEED_INTO_MAIN_GRID_MG_SIDE, DEMAND_AC, DEMAND_DC, + DEMAND_AC_CRITICAL, + DEMAND_DC_CRITICAL, + DEMAND_NON_CRITICAL_REDUCABLE, GENSET_HOURS_OF_OPERATION, + CRITICAL_CONSTRAINT, + CRITICAL, ) @@ -145,6 +156,8 @@ def get_demand( columns=[DEMAND], index=experiment[DATE_TIME_INDEX], ) + + demand_ac = electricity_bus_ac[SEQUENCES][ ((BUS_ELECTRICITY_AC, SINK_DEMAND_AC), FLOW) ] @@ -166,7 +179,62 @@ def get_demand( else: e_flows_df[DEMAND] += demand_dc + critical_constraint = case_dict.get(CRITICAL_CONSTRAINT, False) + if critical_constraint is True: + + # when the critical constraint is on, the non critical demand is split between two sinks + # SINK_DEMAND_AC and SINK_DEMAND_AC_REDUCABLE, SINK_DEMAND_AC was already considered above so + # only SINK_DEMAND_AC_REDUCABLE is added now + demand_ac_non_critical_reducable = electricity_bus_ac[SEQUENCES][ + ((BUS_ELECTRICITY_AC, SINK_DEMAND_AC_REDUCABLE), FLOW) + ] + e_flows_df = join_e_flows_df(demand_ac_non_critical_reducable, DEMAND_NON_CRITICAL_REDUCABLE, e_flows_df) + if case_dict[EVALUATION_PERSPECTIVE] == AC_SYSTEM: + e_flows_df[DEMAND] += demand_ac_non_critical_reducable + else: + e_flows_df[DEMAND] += demand_ac_non_critical_reducable / experiment[INVERTER_DC_AC_EFFICIENCY] + + demand_dc_non_critical_reducable = electricity_bus_dc[SEQUENCES][ + ((BUS_ELECTRICITY_DC, SINK_DEMAND_DC_REDUCABLE), FLOW) + ] + if case_dict[EVALUATION_PERSPECTIVE] == AC_SYSTEM: + e_flows_df[DEMAND] += demand_dc_non_critical_reducable / experiment[RECTIFIER_AC_DC_EFFICIENCY] + else: + e_flows_df[DEMAND] += demand_dc_non_critical_reducable + + + + e_flows_df[DEMAND_CRITICAL] = 0 + # Add the critical demand to the total demand + demand_ac_critical = electricity_bus_ac[SEQUENCES][ + ((BUS_ELECTRICITY_AC, SINK_DEMAND_AC_CRITICAL), FLOW) + ] + e_flows_df = join_e_flows_df(demand_ac_critical, DEMAND_AC_CRITICAL, e_flows_df) + if case_dict[EVALUATION_PERSPECTIVE] == AC_SYSTEM: + e_flows_df[DEMAND_CRITICAL] += demand_ac_critical + else: + e_flows_df[DEMAND_CRITICAL] += ( + demand_ac_critical / experiment[INVERTER_DC_AC_EFFICIENCY] + ) + + demand_dc_critical = electricity_bus_dc[SEQUENCES][ + ((BUS_ELECTRICITY_DC, SINK_DEMAND_DC), FLOW) + ] + e_flows_df = join_e_flows_df(demand_dc_critical, DEMAND_DC_CRITICAL, e_flows_df) + if case_dict[EVALUATION_PERSPECTIVE] == AC_SYSTEM: + e_flows_df[DEMAND_CRITICAL] += ( + demand_dc_critical / experiment[RECTIFIER_AC_DC_EFFICIENCY] + ) + else: + e_flows_df[DEMAND_CRITICAL] += demand_dc_critical + + # add the critical demand to the total demand and the non critical demand + # is simply equal to the demand + e_flows_df[DEMAND_NON_CRITICAL] = e_flows_df[DEMAND] + e_flows_df[DEMAND] += e_flows_df[DEMAND_CRITICAL] + annual_value(TOTAL_DEMAND_ANNUAL_KWH, e_flows_df[DEMAND], oemof_results, case_dict) + oemof_results.update({DEMAND_PEAK_KW: max(e_flows_df[DEMAND])}) return e_flows_df @@ -190,6 +258,7 @@ def get_shortage( shortage_ac = electricity_bus_ac[SEQUENCES][ ((SOURCE_SHORTAGE, BUS_ELECTRICITY_AC), FLOW) ] + # aggregated flow into the AC bus annual_value( TOTAL_DEMAND_SHORTAGE_AC_ANNUAL_KWH, shortage_ac, @@ -208,6 +277,7 @@ def get_shortage( shortage_dc = electricity_bus_dc[SEQUENCES][ ((SOURCE_SHORTAGE, BUS_ELECTRICITY_DC), FLOW) ] + # aggregated flow into the DC bus annual_value( TOTAL_DEMAND_SHORTAGE_DC_ANNUAL_KWH, shortage_dc, @@ -221,9 +291,22 @@ def get_shortage( else: shortage += shortage_dc - demand_supplied = e_flows_df[DEMAND] - shortage + # TODO make sure this does not raise errors when used without critical demand option + if case_dict[EVALUATION_PERSPECTIVE] == AC_SYSTEM: + # todo something here is fishy + demand_supplied = ( + e_flows_df[DEMAND_AC_CRITICAL] + e_flows_df[DEMAND_AC] - shortage + ) + else: + demand_supplied = ( + e_flows_df[DEMAND_DC_CRITICAL] + e_flows_df[DEMAND_DC] - shortage + ) + annual_value( - TOTAL_DEMAND_SUPPLIED_ANNUAL_KWH, demand_supplied, oemof_results, case_dict, + TOTAL_DEMAND_SUPPLIED_ANNUAL_KWH, + demand_supplied, + oemof_results, + case_dict, ) annual_value( TOTAL_DEMAND_SHORTAGE_ANNUAL_KWH, shortage, oemof_results, case_dict @@ -395,7 +478,10 @@ def get_inverter( e_flows_df = join_e_flows_df(inverter_in, INVERTER_INPUT, e_flows_df) annual_value( - TOTAL_INVERTER_DC_AC_THROUGHPUT_KWH, inverter_in, oemof_results, case_dict, + TOTAL_INVERTER_DC_AC_THROUGHPUT_KWH, + inverter_in, + oemof_results, + case_dict, ) else: oemof_results.update({TOTAL_INVERTER_DC_AC_THROUGHPUT_KWH: 0}) @@ -471,7 +557,10 @@ def get_genset(case_dict, oemof_results, electricity_bus_ac, e_flows_df): total_genset = genset for number in range(2, case_dict[NUMBER_OF_EQUAL_GENERATORS] + 1): genset = electricity_bus_ac[SEQUENCES][ - ((TRANSFORMER_GENSET_ + str(number), BUS_ELECTRICITY_AC), FLOW,) + ( + (TRANSFORMER_GENSET_ + str(number), BUS_ELECTRICITY_AC), + FLOW, + ) ] e_flows_df = join_e_flows_df( genset, "Genset " + str(number) + " generation", e_flows_df @@ -490,7 +579,10 @@ def get_genset(case_dict, oemof_results, electricity_bus_ac, e_flows_df): genset_capacity = 0 for number in range(1, case_dict[NUMBER_OF_EQUAL_GENERATORS] + 1): genset_capacity += electricity_bus_ac[SCALARS][ - ((TRANSFORMER_GENSET_ + str(number), BUS_ELECTRICITY_AC), INVEST,) + ( + (TRANSFORMER_GENSET_ + str(number), BUS_ELECTRICITY_AC), + INVEST, + ) ] oemof_results.update({CAPACITY_GENSET_KW: genset_capacity}) elif isinstance(case_dict[GENSET_FIXED_CAPACITY], float): @@ -604,7 +696,10 @@ def get_storage(case_dict, oemof_results, experiment, results, e_flows_df): ] oemof_results.update( - {CAPACITY_STORAGE_KWH: storage_capacity, POWER_STORAGE_KW: storage_power,} + { + CAPACITY_STORAGE_KWH: storage_capacity, + POWER_STORAGE_KW: storage_power, + } ) elif isinstance(case_dict[STORAGE_FIXED_CAPACITY], float): @@ -669,7 +764,10 @@ def get_national_grid(case_dict, oemof_results, results, e_flows_df, grid_availa results, BUS_ELECTRICITY_NG_CONSUMPTION ) consumption_utility_side = bus_electricity_ng_consumption[SEQUENCES][ - ((BUS_ELECTRICITY_NG_CONSUMPTION, TRANSFORMER_PCC_CONSUMPTION), FLOW,) + ( + (BUS_ELECTRICITY_NG_CONSUMPTION, TRANSFORMER_PCC_CONSUMPTION), + FLOW, + ) ] e_flows_df = join_e_flows_df( consumption_utility_side, diff --git a/src/G3b_plausability_tests.py b/src/G3b_plausability_tests.py index d55d3505..234b1798 100644 --- a/src/G3b_plausability_tests.py +++ b/src/G3b_plausability_tests.py @@ -6,6 +6,7 @@ COMMENTS, DEMAND_SUPPLIED, DEMAND, + DEMAND_AC, DEMAND_SHORTAGE, CONSUMPTION_FROM_MAIN_GRID, FEED_INTO_MAIN_GRID, @@ -90,7 +91,7 @@ def demand_supply_shortage(oemof_results, e_flows_df): logging.debug("Plausibility test: Demand/Supply/Shortage") if ( (DEMAND_SUPPLIED in e_flows_df.columns) - and (DEMAND in e_flows_df.columns) + and (DEMAND_AC in e_flows_df.columns) and (DEMAND_SHORTAGE in e_flows_df.columns) ): @@ -99,12 +100,12 @@ def demand_supply_shortage(oemof_results, e_flows_df): test = [ ( ( - e_flows_df[DEMAND_SUPPLIED][t] == e_flows_df[DEMAND][t] + e_flows_df[DEMAND_SUPPLIED][t] == e_flows_df[DEMAND_AC][t] and e_flows_df[DEMAND_SHORTAGE][t] == 0 ) or ( ( - e_flows_df[DEMAND_SUPPLIED][t] != e_flows_df[DEMAND][t] + e_flows_df[DEMAND_SUPPLIED][t] != e_flows_df[DEMAND_AC][t] and e_flows_df[DEMAND_SHORTAGE][t] != 0 ) ) diff --git a/src/G4_output_functions.py b/src/G4_output_functions.py index ffca2fed..dbb5c885 100644 --- a/src/G4_output_functions.py +++ b/src/G4_output_functions.py @@ -37,6 +37,8 @@ GENSET_GENERATION, GRID_AVAILABILITY, DEMAND, + DEMAND_CRITICAL, + DEMAND_NON_CRITICAL, FEED_INTO_MAIN_GRID, CONSUMPTION_FROM_MAIN_GRID, SAVE_TO_CSV_FLOWS_ELECTRICITY_MG, @@ -55,6 +57,10 @@ FEED_INTO_MAIN_GRID_MG_SIDE, DEMAND_AC, DEMAND_DC, + DEMAND_AC_CRITICAL, + DEMAND_DC_CRITICAL, +DEMAND_NON_CRITICAL_REDUCABLE, + CRITICAL_CONSTRAINT, SUFFIX_GRAPH, BASE_OEM, BASE_OEM_WITH_MIN_LOADING, @@ -66,6 +72,25 @@ SUFFIX_STORAGE_4DAYS_PNG, ) +# website with websafe hexacolours: https://www.colorhexa.com/web-safe-colors +COLOR_DICT = { + DEMAND: "#33ff00", # dark green + DEMAND_SUPPLIED: "#66cc33", # grass green + DEMAND_CRITICAL: "#009900", # green + DEMAND_NON_CRITICAL: "#33ffcc", # green blue + PV_GENERATION: "#ffcc00", # orange + WIND_GENERATION: "#33ccff", # light blue + GENSET_GENERATION: "#000000", # black + CONSUMPTION_FROM_MAIN_GRID: "#990099", # violet + STORAGE_CHARGE: "#0033cc", # light green + EXCESS_GENERATION: "#996600", # brown + FEED_INTO_MAIN_GRID: "#ff33cc", # pink + STORAGE_DISCHARGE: "#ccccff", # pidgeon blue + DEMAND_SHORTAGE: "#ff3300", # bright red + STORAGE_SOC: "#0033cc", # blue + GRID_AVAILABILITY: "#cc0000", # red +} + def print_oemof_meta_main_invest(experiment, meta, electricity_bus, case_name): if experiment[DISPLAY_META] is True: @@ -135,8 +160,21 @@ def save_mg_flows(experiment, case_dict, e_flows_df, filename): STORAGE_CHARGE_DC, ] + critical_constraint = case_dict.get(CRITICAL_CONSTRAINT, False) + if critical_constraint is True: + flows_connected_to_electricity_mg_bus = ( + [DEMAND_NON_CRITICAL, DEMAND_CRITICAL, DEMAND_NON_CRITICAL_REDUCABLE] + + flows_connected_to_electricity_mg_bus[:2] + + [DEMAND_AC_CRITICAL, DEMAND_DC_CRITICAL] + + flows_connected_to_electricity_mg_bus[2:] + ) + + droplist += [DEMAND_AC_CRITICAL, DEMAND_DC_CRITICAL] + mg_flows = pd.DataFrame( - e_flows_df[DEMAND].values, columns=[DEMAND], index=e_flows_df[DEMAND].index, + e_flows_df[DEMAND].values, + columns=[DEMAND], + index=e_flows_df[DEMAND].index, ) for entry in flows_connected_to_electricity_mg_bus: if entry in e_flows_df.columns: @@ -250,31 +288,15 @@ def plot_flows(case_dict, experiment, mg_flows, e_flows_df, number_of_subplots): fig, axes = plt.subplots(nrows=2, figsize=(16 / 2.54, 10 / 2.54)) axes_mg = axes[0] - # website with websafe hexacolours: https://www.colorhexa.com/web-safe-colors - color_dict = { - DEMAND: "#33ff00", # dark green - DEMAND_SUPPLIED: "#66cc33", # grass green - PV_GENERATION: "#ffcc00", # orange - WIND_GENERATION: "#33ccff", # light blue - GENSET_GENERATION: "#000000", # black - CONSUMPTION_FROM_MAIN_GRID: "#990099", # violet - STORAGE_CHARGE: "#0033cc", # light green - EXCESS_GENERATION: "#996600", # brown - FEED_INTO_MAIN_GRID: "#ff33cc", # pink - STORAGE_DISCHARGE: "#ccccff", # pidgeon blue - DEMAND_SHORTAGE: "#ff3300", # bright red - STORAGE_SOC: "#0033cc", # blue - GRID_AVAILABILITY: "#cc0000", # red - } - mg_flows.plot( title="MG Operation of case " + case_dict[CASE_NAME] + " in " + experiment[PROJECT_SITE_NAME], - color=[color_dict.get(x, "#333333") for x in mg_flows.columns], + color=[COLOR_DICT.get(x, "#333333") for x in mg_flows.columns], ax=axes_mg, drawstyle="steps-mid", + # style=[":" if "ritical" in x else "-" for x in mg_flows.columns] ) axes_mg.set(xlabel="Time", ylabel="Electricity flow in kWh") axes_mg.legend(loc="center left", bbox_to_anchor=(1, 0.5), frameon=False) @@ -287,7 +309,7 @@ def plot_flows(case_dict, experiment, mg_flows, e_flows_df, number_of_subplots): ) and (GRID_AVAILABILITY in e_flows_df.columns): e_flows_df[GRID_AVAILABILITY].plot( ax=axes[1], - color=color_dict.get(GRID_AVAILABILITY, "#333333"), + color=COLOR_DICT.get(GRID_AVAILABILITY, "#333333"), drawstyle="steps-mid", ) ylabel += GRID_AVAILABILITY @@ -300,7 +322,7 @@ def plot_flows(case_dict, experiment, mg_flows, e_flows_df, number_of_subplots): ): e_flows_df[STORAGE_SOC].plot( ax=axes[1], - color=color_dict.get(STORAGE_SOC, "#333333"), + color=COLOR_DICT.get(STORAGE_SOC, "#333333"), drawstyle="steps-mid", ) ylabel += STORAGE_SOC diff --git a/src/cli.py b/src/cli.py index cce6e0cd..f7c8d75f 100644 --- a/src/cli.py +++ b/src/cli.py @@ -152,12 +152,11 @@ def main(input_file=None): # import all scripts necessary for loop experiment_count = 0 total_number_of_simulations = settings[TOTAL_NUMBER_OF_EXPERIMENTS] * len(case_list) - - for experiment in sensitivity_experiment_s: + for experiment_id in sensitivity_experiment_s: capacities_oem = {} - if GRID_AVAILABILITY in sensitivity_experiment_s[experiment].keys(): + if GRID_AVAILABILITY in sensitivity_experiment_s[experiment_id].keys(): logging.debug( "Using grid availability as included in timeseries file of project location." ) @@ -168,9 +167,9 @@ def main(input_file=None): "Using grid availability timeseries that was randomly generated." ) blackout_experiment_name = generate_sensitvitiy_experiments.get_blackout_experiment_name( - sensitivity_experiment_s[experiment] + sensitivity_experiment_s[experiment_id] ) - sensitivity_experiment_s[experiment].update( + sensitivity_experiment_s[experiment_id].update( { GRID_AVAILABILITY: sensitivity_grid_availability[ blackout_experiment_name @@ -187,7 +186,7 @@ def main(input_file=None): experiment_case_dict = cases.update_dict( capacities_oem, case_definitions[specific_case], - sensitivity_experiment_s[experiment], + sensitivity_experiment_s[experiment_id], ) ############################################################################### @@ -200,7 +199,7 @@ def main(input_file=None): + specific_case + ", " + "project site " - + sensitivity_experiment_s[experiment][PROJECT_SITE_NAME] + + sensitivity_experiment_s[experiment_id][PROJECT_SITE_NAME] + ", " + "experiment no. " + str(experiment_count) @@ -211,7 +210,7 @@ def main(input_file=None): # Run simulation, evaluate results oemof_results = oemof_simulate.run( - sensitivity_experiment_s[experiment], experiment_case_dict + sensitivity_experiment_s[experiment_id], experiment_case_dict ) # Extend base capacities for cases utilizing these values, only valid for specific experiment @@ -225,9 +224,9 @@ def main(input_file=None): ) # Extend oemof_results by blackout characteristics - if GRID_AVAILABILITY in sensitivity_experiment_s[experiment].keys(): + if GRID_AVAILABILITY in sensitivity_experiment_s[experiment_id].keys(): blackout_result = central_grid.oemof_extension_for_blackouts( - sensitivity_experiment_s[experiment][GRID_AVAILABILITY] + sensitivity_experiment_s[experiment_id][GRID_AVAILABILITY] ) oemof_results = central_grid.extend_oemof_results( oemof_results, blackout_result @@ -239,13 +238,13 @@ def main(input_file=None): # Extend overall results dataframe with simulation results overall_results = helpers.store_result_matrix( - overall_results, sensitivity_experiment_s[experiment], oemof_results + overall_results, sensitivity_experiment_s[experiment_id], oemof_results ) # Writing DataFrame with all results to csv file overall_results.to_csv( - sensitivity_experiment_s[experiment][OUTPUT_FOLDER] + sensitivity_experiment_s[experiment_id][OUTPUT_FOLDER] + "/" - + sensitivity_experiment_s[experiment][OUTPUT_FILE] + + sensitivity_experiment_s[experiment_id][OUTPUT_FILE] + ".csv" ) # moved from below @@ -267,7 +266,7 @@ def main(input_file=None): if settings[DISPLAY_EXPERIMENT] is True: logging.info("The experiment with following parameters has been analysed:") - pp.pprint(sensitivity_experiment_s[experiment]) + pp.pprint(sensitivity_experiment_s[experiment_id]) # display all results output_names = [PROJECT_SITE_NAME, CASE] diff --git a/src/constants.py b/src/constants.py index f76cce09..432f68d0 100644 --- a/src/constants.py +++ b/src/constants.py @@ -43,11 +43,15 @@ TARIFF = "tariff" TITLE_TIME = "title_time" TITLE_DEMAND_AC = "title_demand_ac" +TITLE_DEMAND_AC_CRITICAL = "title_demand_ac_critical" TITLE_DEMAND_DC = "title_demand_dc" +TITLE_DEMAND_DC_CRITICAL = "title_demand_dc_critical" TITLE_PV = "title_pv" TITLE_WIND = "title_wind" DEMAND_AC = "demand_ac" +DEMAND_AC_CRITICAL = "demand_ac_critical" DEMAND_DC = "demand_dc" +DEMAND_DC_CRITICAL = "demand_dc_critical" PV_GENERATION_PER_KWP = "pv_generation_per_kWp" WIND_GENERATION_PER_KW = "wind_generation_per_kW" GRID_AVAILABILITY = "grid_availability" @@ -83,7 +87,9 @@ BLACKOUT_FREQUENCY_STD_DEVIATION = "blackout_frequency_std_deviation" SENSITIVITY_ALL_COMBINATIONS = "sensitivity_all_combinations" DEMAND_AC_SCALING_FACTOR = "demand_ac_scaling_factor" +DEMAND_AC_CRITICAL_SCALING_FACTOR = "demand_ac_critical_scaling_factor" DEMAND_DC_SCALING_FACTOR = "demand_dc_scaling_factor" +DEMAND_DC_CRITICAL_SCALING_FACTOR = "demand_dc_critical_scaling_factor" STORAGE_SOC_INITIAL = "storage_soc_initial" TOTAL_NUMBER_OF_EXPERIMENTS = "total_number_of_experiments" PROJECT_SITE_NAME = "project_site_name" @@ -262,19 +268,31 @@ TIME_FREQUENCY = "time_frequency" FILE_INDEX = "file_index" DEMAND_PROFILE_AC = "demand_profile_ac" +DEMAND_PROFILE_AC_CRITICAL = "demand_profile_ac_critical" DEMAND_PROFILE_DC = "demand_profile_dc" +DEMAND_PROFILE_DC_CRITICAL = "demand_profile_dc_critical" ACCUMULATED_PROFILE_AC_SIDE = "accumulated_profile_ac_side" +ACCUMULATED_PROFILE_AC_CRITICAL_SIDE = "accumulated_profile_ac_critical_side" ACCUMULATED_PROFILE_DC_SIDE = "accumulated_profile_dc_side" +ACCUMULATED_PROFILE_DC_CRITICAL_SIDE = "accumulated_profile_dc_critical_side" TOTAL_DEMAND_AC = "total_demand_ac" +TOTAL_DEMAND_AC_CRITICAL = "total_demand_ac_critical" PEAK_DEMAND_AC = "peak_demand_ac" +PEAK_DEMAND_AC_CRITICAL = "peak_demand_ac_critical" TOTAL_DEMAND_DC = "total_demand_dc" +TOTAL_DEMAND_DC_CRITICAL = "total_demand_dc_critical" PEAK_DEMAND_DC = "peak_demand_dc" +PEAK_DEMAND_DC_CRITICAL = "peak_demand_dc_critical" PEAK_PV_GENERATION_PER_KWP = "peak_pv_generation_per_kWp" PEAK_WIND_GENERATION_PER_KW = "peak_wind_generation_per_kW" MEAN_DEMAND_AC = "mean_demand_ac" +MEAN_DEMAND_AC_CRITICAL = "mean_demand_ac_critical" MEAN_DEMAND_DC = "mean_demand_dc" +MEAN_DEMAND_DC_CRITICAL = "mean_demand_dc_critical" PEAK_MEAN_DEMAND_RATIO_AC = "peak/mean_demand_ratio_ac" +PEAK_MEAN_DEMAND_RATIO_AC_CRITICAL = "peak/mean_demand_ratio_ac_critical" PEAK_MEAN_DEMAND_RATIO_DC = "peak/mean_demand_ratio_dc" +PEAK_MEAN_DEMAND_RATIO_DC_CRITICAL = "peak/mean_demand_ratio_dc_critical" ABS_PEAK_DEMAND_AC_SIDE = "abs_peak_demand_ac_side" SUFFIX_COST_INVESTMENT = "_cost_investment" @@ -312,6 +330,7 @@ STABILITY_CONSTRAINT = "stability_constraint" RENEWABLE_CONSTRAINT = "renewable_constraint" RENEWABLE_SHARE_CONSTRAINT = "renewable_share_constraint" +CRITICAL_CONSTRAINT = "critical_constraint" EVALUATION_PERSPECTIVE = EVALUATION_PERSPECTIVE FORCE_CHARGE_FROM_MAINGRID = "force_charge_from_maingrid" DISCHARGE_ONLY_WHEN_BLACKOUT = "discharge_only_when_blackout" @@ -329,6 +348,7 @@ SHARE_BACKUP = "share_backup" SHARE_USAGE = "share_usage" SHARE_HYBRID = "share_hybrid" +CRITICAL = "critical" BUS_FUEL = "bus_fuel" PREFIX_RESULTS = "results_" @@ -364,14 +384,22 @@ STORAGE_POWER_COST_ANNUITY = "storage_power_cost_annuity" SINK_EXCESS = "sink_excess" DISTRIBUTION_GRID_EFFICIENCY = "distribution_grid_efficiency" +NON_CRITICAL_REDUCABLE_SUFFIX = "_reducable" SINK_DEMAND_AC = "sink_demand_ac" +SINK_DEMAND_AC_CRITICAL = "sink_demand_ac_critical" +SINK_DEMAND_AC_REDUCABLE = SINK_DEMAND_AC + NON_CRITICAL_REDUCABLE_SUFFIX SINK_DEMAND_DC = "sink_demand_dc" +SINK_DEMAND_DC_CRITICAL = "sink_demand_dc_critical" +SINK_DEMAND_DC_REDUCABLE = SINK_DEMAND_DC + NON_CRITICAL_REDUCABLE_SUFFIX SINK_MAINGRID_FEEDIN = "sink_maingrid_feedin" SINK_MAINGRID_FEEDIN_SYMBOLIC = "source_maingrid_feedin_symbolic" # G2b STORAGE_CAPACITY_MIN = "storage_capacity_min" DEMAND = "Demand" +DEMAND_CRITICAL = "Critical demand" +DEMAND_NON_CRITICAL = "Non critical demand" +DEMAND_NON_CRITICAL_REDUCABLE = "Non critical demand reducable" STORED_CAPACITY = "Stored capacity" GRID_AVAILABILITY = "Grid availability" DEMAND_SHORTAGE = "Demand shortage" @@ -425,7 +453,9 @@ FEEDIN_MAIN_GRID_UTILITY_SIDE_ANNUAL_KWH = "feedin_main_grid_utility_side_annual_kWh" TOTAL_PCOUPLING_THROUGHPUT_KWH = "total_pcoupling_throughput_kWh" DEMAND_AC = "Demand AC" +DEMAND_AC_CRITICAL = "Demand AC critical" DEMAND_DC = "Demand DC" +DEMAND_DC_CRITICAL = "Demand DC critical" # G3a WIND_COST_ANNUITY = "wind_cost_annuity"