ESA-APEx · Pratichhya · Jul 13, 2026 · Jul 13, 2026 · Jul 13, 2026 · Jul 13, 2026
diff --git a/algorithm_catalog/terravision/amwi/benchmark_scenarios/amwi.json b/algorithm_catalog/terravision/amwi/benchmark_scenarios/amwi.json
@@ -0,0 +1,41 @@
+[
+    {
+        "id": "amwi",
+        "type": "openeo",
+        "description": "This process calculates the Anomaly Weighted Index (ANWI) from Sentinel-2 data.",
+        "backend": "openeofed.dataspace.copernicus.eu",
+        "process_graph": {
+            "AMWI1": {
+                "arguments": {
+                    "spatial_extent": {
+                        "east": 5.1,
+                        "north": 51.23,
+                        "south": 51.21,
+                        "west": 5.05
+                    },
+                    "temporal_extent": [
+                        "2025-05-01",
+                        "2025-05-31"
+                    ]
+                },
+                "namespace": "https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/amwi.json",
+                "process_id": "AMWI"
+            },
+            "saveresult1": {
+                "arguments": {
+                    "data": {
+                        "from_node": "AMWI1"
+                    },
+                    "format": "NetCDF",
+                    "options": {}
+                },
+                "process_id": "save_result",
+                "result": true
+            }
+        },
+        "reference_data": {
+            "job-results.json": "https://s3.waw3-1.cloudferro.com/apex-benchmarks-internal/HP97!tests_test_benchmarks.py__test_run_benchmark_amwi_!actual/job-results.json",
+            "openEO.nc": "https://s3.waw3-1.cloudferro.com/apex-benchmarks-internal/HP97!tests_test_benchmarks.py__test_run_benchmark_amwi_!actual/openEO.nc"
+        }
+    }
+]
diff --git a/algorithm_catalog/terravision/amwi/notebooks/amwi.ipynb b/algorithm_catalog/terravision/amwi/notebooks/amwi.ipynb
@@ -0,0 +1,145 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "f2cf7a34",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Authenticated using refresh token.\n"
+     ]
+    }
+   ],
+   "source": [
+    "import openeo\n",
+    "connection = openeo.connect(\"openeofed.dataspace.copernicus.eu\").authenticate_oidc()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0023dd3f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "shape = {\"west\": 5.05, \"south\": 51.21, \"east\": 5.1, \"north\": 51.23}\n",
+    "start_date, end_date = [\"2025-05-01\", \"2025-05-31\"]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "c6053ab0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "public_url = \"https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/amwi.json\"\n",
+    "# Create a processing graph from the EVI process using an active openEO connection\n",
+    "amwi = connection.datacube_from_process(\n",
+    "    \"AMWI\", \n",
+    "    namespace=public_url,\n",
+    "    temporal_extent=[start_date, end_date],\n",
+    "    spatial_extent=shape,\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "184b1ca4",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0:00:00 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': send 'start'\n",
+      "0:00:03 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:00:08 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:00:15 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:00:23 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:00:33 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:00:46 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:01:01 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': queued (progress 0%)\n",
+      "0:01:21 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': running (progress N/A)\n",
+      "0:01:45 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': running (progress N/A)\n",
+      "0:02:15 Job 'cdse-j-2607131232494c959e877f34b79fb6d4': finished (progress 100%)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <script>\n",
+       "    if (!window.customElements || !window.customElements.get('openeo-job')) {\n",
+       "        var el = document.createElement('script');\n",
+       "        el.src = \"https://cdn.jsdelivr.net/npm/@openeo/vue-components@2/assets/openeo.min.js\";\n",
+       "        document.head.appendChild(el);\n",
+       "\n",
+       "        var font = document.createElement('font');\n",
+       "        font.as = \"font\";\n",
+       "        font.type = \"font/woff2\";\n",
+       "        font.crossOrigin = true;\n",
+       "        font.href = \"https://use.fontawesome.com/releases/v5.13.0/webfonts/fa-solid-900.woff2\";\n",
+       "        document.head.appendChild(font);\n",
+       "    }\n",
+       "    </script>\n",
+       "    <openeo-job>\n",
+       "        <script type=\"application/json\">{\"currency\": \"credits\", \"federation\": {\"cdse\": {\"description\": \"This openEO service runs on the [Copernicus Data Space Ecosystem](https://dataspace.copernicus.eu/)\\nand offers data access and processing on full archives of Copernicus data, such as the Sentinels.\", \"last_status_check\": \"2026-07-13T12:31:34Z\", \"status\": \"online\", \"title\": \"Copernicus Data Space Ecosystem openEO API\", \"url\": \"https://openeo.dataspace.copernicus.eu/openeo/1.1/\"}, \"terrascope\": {\"description\": \"OpenEO API to the Terrascope/VITO Remote Sensing product catalog and processing services (using GeoPySpark driver).\", \"last_status_check\": \"2026-07-13T12:31:34Z\", \"status\": \"online\", \"title\": \"Terrascope openEO API\", \"url\": \"https://openeo.terrascope.be/openeo/1.1/\"}}, \"job\": {\"costs\": 4, \"created\": \"2026-07-13T12:32:49Z\", \"id\": \"cdse-j-2607131232494c959e877f34b79fb6d4\", \"process\": {\"process_graph\": {\"AMWI1\": {\"arguments\": {\"spatial_extent\": {\"east\": 5.1, \"north\": 51.23, \"south\": 51.21, \"west\": 5.05}, \"temporal_extent\": [\"2025-05-01\", \"2025-05-31\"]}, \"namespace\": \"https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/amwi.json\", \"process_id\": \"AMWI\"}, \"saveresult1\": {\"arguments\": {\"data\": {\"from_node\": \"AMWI1\"}, \"format\": \"NetCDF\", \"options\": {}}, \"process_id\": \"save_result\", \"result\": true}}}, \"progress\": 100, \"status\": \"finished\", \"title\": \"AMWI calculation for 2025-05-01 to 2025-05-31\", \"updated\": \"2026-07-13T12:35:02Z\", \"usage\": {\"cpu\": {\"unit\": \"cpu-seconds\", \"value\": 138}, \"duration\": {\"unit\": \"seconds\", \"value\": 118}, \"input_pixel\": {\"unit\": \"mega-pixel\", \"value\": 9.53125}, \"max_executor_memory\": {\"unit\": \"gb\", \"value\": 1.8459548950195312}, \"memory\": {\"unit\": \"mb-seconds\", \"value\": 1136640}, \"memory_requested\": {\"unit\": \"mb-seconds\", \"value\": 1136640}, \"network_received\": {\"unit\": \"b\", \"value\": 64436617}}}}</script>\n",
+       "    </openeo-job>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<BatchJob job_id='cdse-j-2607131232494c959e877f34b79fb6d4'>"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "job = amwi.create_job(\n",
+    "        title=f'AMWI calculation for {start_date} to {end_date}',\n",
+    "        out_format=\"NetCDF\")\n",
+    "job.start_and_wait()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "addf9115",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "results = job.get_results()\n",
+    "results.download_files()"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.14.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/algorithm_catalog/terravision/amwi/records/amwi.json b/algorithm_catalog/terravision/amwi/records/amwi.json
@@ -0,0 +1,133 @@
+{
+    "id": "amwi",
+    "type": "Feature",
+    "conformsTo": [
+        "https://www.opengis.net/spec/ogcapi-records-1/1.0/req/record-core",
+        "https://apex.esa.int/core/openeo-udp"
+    ],
+    "geometry": null,
+    "properties": {
+        "created": "2026-07-13T00:00:00Z",
+        "updated": "2026-07-13T00:00:00Z",
+        "type": "service",
+        "title": "Anomaly Weighted Index (AMWI)",
+        "description": "Calculates the Anomaly Weighted Index (AMWI) from Sentinel-2 imagery.",
+        "keywords": [
+            "Soils",
+            "Sentinel-2",
+            "Data Analysis and Visualization"
+        ],
+        "language": {
+            "code": "en-US",
+            "name": "English (United States)"
+        },
+        "languages": [
+            {
+                "code": "en-US",
+                "name": "English (United States)"
+            }
+        ],
+        "contacts": [
+            {
+                "name": "Pratichhya Sharma",
+                "position": "Researcher",
+                "organization": "VITO",
+                "links": [
+                    {
+                        "href": "https://www.vito.be/",
+                        "title": "VITO Website",
+                        "rel": "about",
+                        "type": "text/html"
+                    }
+                ],
+                "contactInstructions": "Contact via VITO",
+                "roles": [
+                    "principal investigator"
+                ]
+            }
+        ],
+        "themes": [
+            {
+                "concepts": [
+                    {
+                        "id": "SOILS"
+                    },
+                    {
+                        "id": "REMOTE SENSING"
+                    },
+                    {
+                        "id": "Sentinel-2 MSI"
+                    }
+                ],
+                "scheme": "https://gcmd.earthdata.nasa.gov/kms/concepts/concept_scheme/sciencekeywords"
+            }
+        ],
+        "formats": [
+            {
+                "name": "NetCDF"
+            }
+        ],
+        "license": "Proprietary",
+        "version": "1.0.0",
+        "publisher": {
+            "name": "TERRAVISION"
+    },
+    "linkTemplates": [],
+    "links": [
+        {
+            "rel": "application",
+            "type": "application/vnd.openeo+json;type=process",
+            "title": "openEO Process Definition",
+            "href": "https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/amwi.json"
+        },
+        {
+            "rel": "code",
+            "type": "text/html",
+            "title": "TERRAVISION source code",
+            "href": "https://github.com/ITA-TECNOLOGIA/Ard-Terravision"
+        },
+        {
+            "rel": "service",
+            "type": "application/json",
+            "title": "CDSE openEO Federation",
+            "href": "https://openeofed.dataspace.copernicus.eu"
+        },
+        {
+            "rel": "platform",
+            "type": "application/json",
+            "title": "CDSE openEO Federation processing backend",
+            "href": "../../../../platform_catalog/cdse_openeo_federation.json"
+        },
+        {
+            "rel": "provider",
+            "type": "application/json",
+            "title": "TERRAVISION",
+            "href": "../../record.json"
+        },
+        {
+            "rel": "notebook",
+            "type": "application/x-ipynb+json",
+            "title": "AMWI example notebook",
+            "href": "https://raw.githubusercontent.com/ESA-APEx/apex_algorithms/9d9a31eaa56afa5909e8293f132570fe18f14d4a/algorithm_catalog/terravision/amwi/notebooks/amwi.ipynb"
+        },
+        {
+            "rel": "example-output",
+            "type": "application/x-netcdf",
+            "title": "AMWI example output",
+            "href": "https://s3.waw3-1.cloudferro.com/apex-benchmarks-internal/HP97!tests_test_benchmarks.py__test_run_benchmark_amwi_!actual/openEO.nc"
+        },
+        {
+            "rel": "webapp",
+            "type": "text/html",
+            "title": "OpenEO Web Editor",
+            "href": "https://editor.openeo.org/?wizard=UDP&wizard%7Eprocess=AMWI&wizard%7EprocessUrl=https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/amwi.json&server=https%3A%2F%2Fopeneofed.dataspace.copernicus.eu"
+        },
+        {
+            "rel": "thumbnail",
+            "type": "image/png",
+            "title": "Thumbnail image",
+            "href": "https://raw.githubusercontent.com/ESA-APEx/apex_algorithms/7f1bc73312dbd291cf971a557dfe7f234af573fd/algorithm_catalog/terravision/amwi/records/thumbnail.png"
+        }
+    ]
+  }
+}
diff --git a/algorithm_catalog/terravision/amwi/thumbnail.png b/algorithm_catalog/terravision/amwi/thumbnail.png
diff --git a/algorithm_catalog/terravision/bsi/benchmark_scenarios/bsi.json b/algorithm_catalog/terravision/bsi/benchmark_scenarios/bsi.json
@@ -0,0 +1,41 @@
+[
+    {
+        "id": "bsi",
+        "type": "openeo",
+        "description": "BSI is a biophysical parameter retrieval algorithm that estimates the Bare Soil Index (BSI) for agricultural fields using Sentinel-2 satellite data.",
+        "backend": "openeofed.dataspace.copernicus.eu",
+        "process_graph": {
+            "BSI1": {
+                "arguments": {
+                    "spatial_extent": {
+                        "east": 5.1,
+                        "north": 51.23,
+                        "south": 51.21,
+                        "west": 5.05
+                    },
+                    "temporal_extent": [
+                        "2025-05-01",
+                        "2025-05-31"
+                    ]
+                },
+                "namespace": "https://raw.githubusercontent.com/ITA-TECNOLOGIA/Ard-Terravision/b848749026d3397cd89969e549712e21e992d4a7/src/main/python/utils/openeo_udp/bsi.json",
+                "process_id": "BSI"
+            },
+            "saveresult1": {
+                "arguments": {
+                    "data": {
+                        "from_node": "BSI1"
+                    },
+                    "format": "NetCDF",
+                    "options": {}
+                },
+                "process_id": "save_result",
+                "result": true
+            }
+        },
+        "reference_data": {
+            "job-results.json": "https://s3.waw3-1.cloudferro.com/apex-benchmarks-internal/HP96!tests_test_benchmarks.py__test_run_benchmark_bsi_!actual/job-results.json",
+            "openEO.nc": "https://s3.waw3-1.cloudferro.com/apex-benchmarks-internal/HP96!tests_test_benchmarks.py__test_run_benchmark_bsi_!actual/openEO.nc"
+        }
+    }
+]