Merge pull request #2505 from eurodatacube/amazonas-sen4ama

Amazonas sen4ama

app/public/data/trilateral/sen4ama.md

@@ -0,0 +1,14 @@
+## Forest Loss Area from Sentinel-1 
+
+This product was developed in the frame of the activity "Sentinel-1 for Science Amazonas" funded by the European Space Agency. The dataset covers the Amazon rainforest, showing the observed forest loss visible in red.
+The project developed a simple space-time data cube design (referred to as StatCubes), where statistical information relevant to identify deforestation is extracted at each point in the SAR backscatter time-series. The cubes do not rely on decades of historical data, and the effects of seasonality, including rainfall, are inherently masked out. With this approach, the project demonstrates the use of Sentinel-1 data to create a dynamic deforestation product over the Amazon basin. Sentinel-1 satellite observations from 2015 to December 2021, each representing a 20 x 20 m of forest, were harmonised under theStatCubes design, and a simple thresholding approach to detect forest loss wass demonstrated in the first version of the results. 
+
+
+### Relevant Links:
+* Project website: https://sen4ama.gisat.cz/
+* Data Access: https://drive.google.com/file/d/14nNZqO44M3-dINF4ugqsQ0mvU0gBuooq/view?usp=drive_link
+* Documentation: https://drive.google.com/file/d/1WEEpEbnQBfYomVdiyu4mR31psVM07bMR/view?usp=drive_link
+* Algorithm: https://github.com/gisat/s14amazonas
+* ESA webstory: https://www.esa.int/Applications/Observing_the_Earth/Copernicus/Sentinel-1/Using_a_data_cube_to_monitor_forest_loss_in_the_Amazon
+
+![image](https://github.com/eurodatacube/eodash/assets/35488732/fef63b14-740e-4ce6-88c2-f0612e5d4444)

app/src/config/layers.js

@@ -18,6 +18,22 @@ export const baseLayers = Object.freeze({
     maxZoom: 17,
     protocol: 'xyz',
   },
+  cloudless2019: {
+    name: 'EOxCloudless 2019',
+    url: '//s2maps-tiles.eu/wmts/1.0.0/s2cloudless-2019_3857/default/g/{z}/{y}/{x}.jpg',
+    attribution: '{ EOxCloudless 2018: <a xmlns:dct="http://purl.org/dc/terms/" href="//s2maps.eu" target="_blank" property="dct:title">Sentinel-2 cloudless - s2maps.eu</a> by <a xmlns:cc="http://creativecommons.org/ns#" href="//eox.at" target="_blank" property="cc:attributionName" rel="cc:attributionURL">EOX IT Services GmbH</a> (Contains modified Copernicus Sentinel data 2019) }',
+    visible: false,
+    maxZoom: 17,
+    protocol: 'xyz',
+  },
+  cloudless2020: {
+    name: 'EOxCloudless 2020',
+    url: '//s2maps-tiles.eu/wmts/1.0.0/s2cloudless-2020_3857/default/g/{z}/{y}/{x}.jpg',
+    attribution: '{ EOxCloudless 2018: <a xmlns:dct="http://purl.org/dc/terms/" href="//s2maps.eu" target="_blank" property="dct:title">Sentinel-2 cloudless - s2maps.eu</a> by <a xmlns:cc="http://creativecommons.org/ns#" href="//eox.at" target="_blank" property="cc:attributionName" rel="cc:attributionURL">EOX IT Services GmbH</a> (Contains modified Copernicus Sentinel data 2020) }',
+    visible: false,
+    maxZoom: 17,
+    protocol: 'xyz',
+  },
   terrainLight: {
     name: 'Terrain light',
     url: '//s2maps-tiles.eu/wmts/1.0.0/terrain-light_3857/default/g/{z}/{y}/{x}.jpg',

app/src/config/trilateral.js

@@ -1,3 +1,4 @@
+/* eslint-disable max-len */
 // config global variables here for now
 // temporary solution
 import { Wkt } from 'wicket';
@@ -73,7 +74,7 @@ const geodbFeatures = {
 const cloudlessBaseLayerDefault = [{
   ...baseLayers.cloudless,
   visible: true,
-}, baseLayers.cloudless2018, baseLayers.eoxosm, baseLayers.terrainLight];
+}, baseLayers.cloudless2020, baseLayers.cloudless2019, baseLayers.cloudless2018, baseLayers.eoxosm, baseLayers.terrainLight];
 
 const mapBoxHighResoSubst = [{
   ...baseLayers.mapboxHighReso,
@@ -707,24 +708,28 @@ export const indicatorsDefinition = Object.freeze({
   },
   Lakes_WQ_TURB: {
     indicatorSummary: 'Water Quality Turbidity mean Lakes',
-    story: '/data/trilateral/stories/Lakes_WQ_TURB',
+    story: '/data/trilateral/Lakes_WQ_TURB',
     themes: ['oceans'],
   },
   Lakes_WQ_TC: {
     indicatorSummary: 'Water Quality True color Lakes',
-    story: '/data/trilateral/stories/Lakes_WQ_TC',
+    story: '/data/trilateral/Lakes_WQ_TC',
     themes: ['oceans'],
   },
   Lakes_SWT: {
     indicatorSummary: 'Surface Water Temperature Maps',
-    story: '/data/trilateral/stories/Lakes_SWT',
+    story: '/data/trilateral/Lakes_SWT',
     themes: ['oceans'],
   },
   Lakes_SWTT: { // still depends on table content
     indicatorSummary: 'Surface Water Temperature Time Series',
-    story: '/data/trilateral/stories/Lakes_SWTT', // stays
+    story: '/data/trilateral/Lakes_SWTT', // stays
     themes: ['oceans'],
   },
+  sen4ama: {
+    story: '/data/trilateral/sen4ama',
+    themes: ['biomass'],
+  },
   d: { // dummy for locations without Indicator code
     indicatorSummary: 'Upcoming data',
     themes: ['atmosphere', 'agriculture', 'biomass', 'economy', 'oceans', 'cryosphere', 'covid-19'],
@@ -5812,6 +5817,51 @@ export const globalIndicators = [
       },
     },
   },
+  {
+    properties: {
+      indicatorObject: {
+        dataLoadFinished: true,
+        country: 'all',
+        city: 'World',
+        siteName: 'global',
+        description: 'Sentinel-1 for Science Amazonas area of forest loss',
+        indicator: 'sen4ama',
+        indicatorName: 'Sentinel-1 for Science Amazonas',
+        eoSensor: 'Sentinel-1',
+        aoiID: 'World',
+        time: [ // times for a monthly composite
+          '2017-01-01', '2017-02-01', '2017-03-01', '2017-04-01', '2017-05-01', '2017-06-01', '2017-07-01', '2017-08-01', '2017-09-01', '2017-10-01', '2017-11-01', '2017-12-01', '2018-01-01', '2018-02-01', '2018-03-01', '2018-04-01', '2018-05-01', '2018-06-01', '2018-07-01', '2018-08-01', '2018-09-01', '2018-10-01', '2018-11-01', '2018-12-01', '2019-01-01', '2019-02-01', '2019-03-01', '2019-04-01', '2019-05-01', '2019-06-01', '2019-07-01', '2019-08-01', '2019-09-01', '2019-10-01', '2019-11-01', '2019-12-01', '2020-01-01', '2020-02-01', '2020-03-01', '2020-04-01', '2020-05-01', '2020-06-01', '2020-07-01', '2020-08-01', '2020-09-01', '2020-10-01', '2020-11-01', '2020-12-01', '2021-01-01', '2021-02-01', '2021-03-01', '2021-04-01', '2021-05-01', '2021-06-01', '2021-07-01', '2021-08-01', '2021-09-01', '2021-10-01', '2021-11-01',
+        ],
+        // actual scene dates!
+        // [
+        //   '2017-01-02', '2017-01-14', '2017-01-26', '2017-02-07', '2017-02-19', '2017-03-03', '2017-03-15', '2017-03-27', '2017-04-08', '2017-04-20', '2017-05-02', '2017-05-14', '2017-05-26', '2017-06-07', '2017-06-19', '2017-07-01', '2017-07-13', '2017-07-25', '2017-08-06', '2017-08-18', '2017-08-30', '2017-09-11', '2017-09-23', '2017-10-05', '2017-10-17', '2017-10-29', '2017-11-10', '2017-11-22', '2017-12-04', '2017-12-16', '2017-12-28', '2018-01-09', '2018-01-21', '2018-02-02', '2018-02-14', '2018-02-26', '2018-03-10', '2018-03-22', '2018-04-03', '2018-04-15', '2018-04-27', '2018-05-09', '2018-05-21', '2018-06-02', '2018-06-14', '2018-06-26', '2018-07-08', '2018-07-20', '2018-08-01', '2018-08-13', '2018-08-25', '2018-09-06', '2018-09-18', '2018-09-30', '2018-10-12', '2018-10-24', '2018-11-05', '2018-11-17', '2018-11-29', '2018-12-11', '2018-12-23', '2019-01-04', '2019-01-16', '2019-01-28', '2019-02-09', '2019-02-21', '2019-03-05', '2019-03-17', '2019-03-29', '2019-04-10', '2019-04-22', '2019-05-04', '2019-05-16', '2019-05-28', '2019-06-09', '2019-06-21', '2019-07-03', '2019-07-15', '2019-07-27', '2019-08-08', '2019-08-20', '2019-09-01', '2019-09-13', '2019-09-25', '2019-10-07', '2019-10-19', '2019-10-31', '2019-11-12', '2019-11-24', '2019-12-06', '2019-12-18', '2019-12-30', '2020-01-11', '2020-01-23', '2020-02-04', '2020-02-16', '2020-02-28', '2020-03-11', '2020-03-23', '2020-04-04', '2020-04-16', '2020-04-28', '2020-05-10', '2020-05-22', '2020-06-03', '2020-06-15', '2020-06-27', '2020-07-09', '2020-07-21', '2020-08-02', '2020-08-14', '2020-08-26', '2020-09-07', '2020-09-19', '2020-10-01', '2020-10-13', '2020-10-25', '2020-11-06', '2020-11-18', '2020-11-30', '2020-12-12', '2020-12-24', '2021-01-05', '2021-01-17', '2021-01-29', '2021-02-10', '2021-02-22', '2021-03-06', '2021-03-18', '2021-03-30', '2021-04-11', '2021-04-23', '2021-05-05', '2021-05-17', '2021-05-29', '2021-06-10', '2021-06-22', '2021-07-04', '2021-07-16', '2021-07-28', '2021-08-09', '2021-05-17', '2021-05-29', '2021-06-10', '2021-06-22', '2021-07-04', '2021-07-16', '2021-07-28', '2021-08-09', '2021-08-21', '2021-09-02', '2021-09-14', '2021-09-26', '2021-10-08', '2021-10-20', '2021-11-01', '2021-11-13',
+        // ],
+        inputData: [''],
+        yAxis: '',
+        subAoi: {
+          type: 'FeatureCollection',
+          features: [],
+        },
+        display: {
+          baseLayers: cloudlessBaseLayerDefault,
+          baseUrl: `https://services.sentinel-hub.com/ogc/wms/${shConfig.shInstanceId}`,
+          name: 'Sentinel-1 for Science Amazonas area of forest loss',
+          layers: 'ID-AMAZONAS_PROJECT',
+          minZoom: 5,
+          maxZoom: 16,
+          dateFormatFunction: (date) => `${DateTime.fromISO(date).toFormat('yyyy-MM-dd')}/${DateTime.fromISO(date).plus({ months: 1 }).minus({ days: 1 }).toFormat('yyyy-MM-dd')}`,
+          presetView: {
+            type: 'FeatureCollection',
+            features: [{
+              type: 'Feature',
+              properties: {},
+              geometry: wkt.read('POLYGON ((-58.193359 -5.652236, -58.193359 -1.537901, -52.625 -1.537901, -52.625 -5.652236, -58.193359 -5.652236))').toJson(),
+            }],
+          },
+        },
+      },
+    },
+  },
 ];
 
 const createSlowDownIndicator = (aoiID, city, country, aoi, geometry, cog, eoSensor, time) => (

app/src/main.js

@@ -28,7 +28,7 @@ import getLocationCode from './mixins/getLocationCode';
 // eslint-disable-line no-unused-vars
 
 import '@eox/layercontrol';
-import "@eox/jsonform";
+import '@eox/jsonform';
 
 // Set UTC as default time zone behavior for whole client
 Settings.defaultZoneName = 'utc';