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En el instante 23 de junio de 2026, 15:58:43 UTC,
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Modificado el valor del campo
spatial_coverage
a[{'bbox': '{"type": "Polygon", "coordinates": [[[-2.34, 37.38], [-0.69, 37.38], [-0.69, 38.76], [-2.34, 38.76], [-2.34, 37.38]]]}', 'centroid': '{"type": "Point", "coordinates": [-1.515, 38.07]}', 'text': 'Región de Murcia', 'uri': 'http://datos.gob.es/recurso/sector-publico/territorio/Autonomia/Region-Murcia'}]
en Use of the Sentinel-2 and Landsat-8 Satellites for Water Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal Lagoon
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| 97 | "notes": "During recent years, several eutrophication processes and | 97 | "notes": "During recent years, several eutrophication processes and | ||
| 98 | subsequent environmental crises have occurred in Mar Menor, the | 98 | subsequent environmental crises have occurred in Mar Menor, the | ||
| 99 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | 99 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | ||
| 100 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | 100 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | ||
| 101 | used to examine the evolution of the main water quality descriptors | 101 | used to examine the evolution of the main water quality descriptors | ||
| 102 | during the latest ecological crisis in 2021, resulting in an important | 102 | during the latest ecological crisis in 2021, resulting in an important | ||
| 103 | loss of benthic vegetation and unusual mortality events affecting | 103 | loss of benthic vegetation and unusual mortality events affecting | ||
| 104 | different aquatic species. Several field campaigns were carried out in | 104 | different aquatic species. Several field campaigns were carried out in | ||
| 105 | March, July, August, and November 2021 to measure water quality | 105 | March, July, August, and November 2021 to measure water quality | ||
| 106 | variables over 10 control points. The validation of satellite | 106 | variables over 10 control points. The validation of satellite | ||
| 107 | biogeochemical variables against on-site measurements indicates | 107 | biogeochemical variables against on-site measurements indicates | ||
| 108 | precise results of the water quality algorithms with median errors of | 108 | precise results of the water quality algorithms with median errors of | ||
| 109 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | 109 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | ||
| 110 | respectively. The satellite preprocessing scheme shows consistent | 110 | respectively. The satellite preprocessing scheme shows consistent | ||
| 111 | performance for both satellites; therefore, using them in tandem can | 111 | performance for both satellites; therefore, using them in tandem can | ||
| 112 | improve mapping strategies. The findings demonstrate the suitability | 112 | improve mapping strategies. The findings demonstrate the suitability | ||
| 113 | of the methodology to capture the spatiotemporal distribution of | 113 | of the methodology to capture the spatiotemporal distribution of | ||
| 114 | turbidity and chlorophyll-a concentration at 10-30 m spatial | 114 | turbidity and chlorophyll-a concentration at 10-30 m spatial | ||
| 115 | resolution on a systematic basis and in a cost-effective way. The | 115 | resolution on a systematic basis and in a cost-effective way. The | ||
| 116 | multitemporal products allow the identification of the main critical | 116 | multitemporal products allow the identification of the main critical | ||
| 117 | areas close to the mouth of the Albujon watercourse and the beginning | 117 | areas close to the mouth of the Albujon watercourse and the beginning | ||
| 118 | of the eutrophication process with chlorophyll-a concentration above 3 | 118 | of the eutrophication process with chlorophyll-a concentration above 3 | ||
| 119 | mg/m(3). These innovative tools can support decision makers in | 119 | mg/m(3). These innovative tools can support decision makers in | ||
| 120 | improving current monitoring strategies as early warning systems for | 120 | improving current monitoring strategies as early warning systems for | ||
| 121 | timely assistance during these ecological disasters, thus preventing | 121 | timely assistance during these ecological disasters, thus preventing | ||
| 122 | detrimental conditions in the lagoon.", | 122 | detrimental conditions in the lagoon.", | ||
| 123 | "notes_translated": { | 123 | "notes_translated": { | ||
| 124 | "es": "During recent years, several eutrophication processes and | 124 | "es": "During recent years, several eutrophication processes and | ||
| 125 | subsequent environmental crises have occurred in Mar Menor, the | 125 | subsequent environmental crises have occurred in Mar Menor, the | ||
| 126 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | 126 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | ||
| 127 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | 127 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | ||
| 128 | used to examine the evolution of the main water quality descriptors | 128 | used to examine the evolution of the main water quality descriptors | ||
| 129 | during the latest ecological crisis in 2021, resulting in an important | 129 | during the latest ecological crisis in 2021, resulting in an important | ||
| 130 | loss of benthic vegetation and unusual mortality events affecting | 130 | loss of benthic vegetation and unusual mortality events affecting | ||
| 131 | different aquatic species. Several field campaigns were carried out in | 131 | different aquatic species. Several field campaigns were carried out in | ||
| 132 | March, July, August, and November 2021 to measure water quality | 132 | March, July, August, and November 2021 to measure water quality | ||
| 133 | variables over 10 control points. The validation of satellite | 133 | variables over 10 control points. The validation of satellite | ||
| 134 | biogeochemical variables against on-site measurements indicates | 134 | biogeochemical variables against on-site measurements indicates | ||
| 135 | precise results of the water quality algorithms with median errors of | 135 | precise results of the water quality algorithms with median errors of | ||
| 136 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | 136 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | ||
| 137 | respectively. The satellite preprocessing scheme shows consistent | 137 | respectively. The satellite preprocessing scheme shows consistent | ||
| 138 | performance for both satellites; therefore, using them in tandem can | 138 | performance for both satellites; therefore, using them in tandem can | ||
| 139 | improve mapping strategies. The findings demonstrate the suitability | 139 | improve mapping strategies. The findings demonstrate the suitability | ||
| 140 | of the methodology to capture the spatiotemporal distribution of | 140 | of the methodology to capture the spatiotemporal distribution of | ||
| 141 | turbidity and chlorophyll-a concentration at 10-30 m spatial | 141 | turbidity and chlorophyll-a concentration at 10-30 m spatial | ||
| 142 | resolution on a systematic basis and in a cost-effective way. The | 142 | resolution on a systematic basis and in a cost-effective way. The | ||
| 143 | multitemporal products allow the identification of the main critical | 143 | multitemporal products allow the identification of the main critical | ||
| 144 | areas close to the mouth of the Albujon watercourse and the beginning | 144 | areas close to the mouth of the Albujon watercourse and the beginning | ||
| 145 | of the eutrophication process with chlorophyll-a concentration above 3 | 145 | of the eutrophication process with chlorophyll-a concentration above 3 | ||
| 146 | mg/m(3). These innovative tools can support decision makers in | 146 | mg/m(3). These innovative tools can support decision makers in | ||
| 147 | improving current monitoring strategies as early warning systems for | 147 | improving current monitoring strategies as early warning systems for | ||
| 148 | timely assistance during these ecological disasters, thus preventing | 148 | timely assistance during these ecological disasters, thus preventing | ||
| 149 | detrimental conditions in the lagoon." | 149 | detrimental conditions in the lagoon." | ||
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| 293 | tp://inspire.ec.europa.eu/metadata-codelist/TopicCategory/environment" | 264 | tp://inspire.ec.europa.eu/metadata-codelist/TopicCategory/environment" | ||
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| 297 | "display_name": "aguas_exteriores", | 268 | "display_name": "aguas_exteriores", | ||
| 298 | "id": "97e1d26b-fa26-415c-8e2b-3d873eae2bb1", | 269 | "id": "97e1d26b-fa26-415c-8e2b-3d873eae2bb1", | ||
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| 301 | "vocabulary_id": null | 272 | "vocabulary_id": null | ||
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| 305 | "id": "49a55c88-74b7-4e72-ab38-19a1e2b3904f", | 276 | "id": "49a55c88-74b7-4e72-ab38-19a1e2b3904f", | ||
| 306 | "name": "contaminacion", | 277 | "name": "contaminacion", | ||
| 307 | "state": "active", | 278 | "state": "active", | ||
| 308 | "vocabulary_id": null | 279 | "vocabulary_id": null | ||
| 309 | }, | 280 | }, | ||
| 310 | { | 281 | { | ||
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| 312 | "id": "5fcdd244-0f78-4801-be7d-5a67c5bb55ec", | 283 | "id": "5fcdd244-0f78-4801-be7d-5a67c5bb55ec", | ||
| 313 | "name": "eutrofizacion", | 284 | "name": "eutrofizacion", | ||
| 314 | "state": "active", | 285 | "state": "active", | ||
| 315 | "vocabulary_id": null | 286 | "vocabulary_id": null | ||
| 316 | }, | 287 | }, | ||
| 317 | { | 288 | { | ||
| 318 | "display_name": "impacto_ambiental", | 289 | "display_name": "impacto_ambiental", | ||
| 319 | "id": "ae13116e-bbc3-450c-a498-d779feb6c792", | 290 | "id": "ae13116e-bbc3-450c-a498-d779feb6c792", | ||
| 320 | "name": "impacto_ambiental", | 291 | "name": "impacto_ambiental", | ||
| 321 | "state": "active", | 292 | "state": "active", | ||
| 322 | "vocabulary_id": null | 293 | "vocabulary_id": null | ||
| 323 | }, | 294 | }, | ||
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| 325 | "display_name": "lagunas-costeras-salobres-saladas", | 296 | "display_name": "lagunas-costeras-salobres-saladas", | ||
| 326 | "id": "92dd4d50-2752-4df9-8eeb-64128064bda8", | 297 | "id": "92dd4d50-2752-4df9-8eeb-64128064bda8", | ||
| 327 | "name": "lagunas-costeras-salobres-saladas", | 298 | "name": "lagunas-costeras-salobres-saladas", | ||
| 328 | "state": "active", | 299 | "state": "active", | ||
| 329 | "vocabulary_id": null | 300 | "vocabulary_id": null | ||
| 330 | }, | 301 | }, | ||
| 331 | { | 302 | { | ||
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| 333 | "id": "004084d1-68d8-46ca-842a-c10278540bc9", | 304 | "id": "004084d1-68d8-46ca-842a-c10278540bc9", | ||
| 334 | "name": "marino", | 305 | "name": "marino", | ||
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| 336 | "vocabulary_id": null | 307 | "vocabulary_id": null | ||
| 337 | }, | 308 | }, | ||
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| 340 | "id": "db81808a-b2ee-47eb-b065-810c28f0a206", | 311 | "id": "db81808a-b2ee-47eb-b065-810c28f0a206", | ||
| 341 | "name": "medicion", | 312 | "name": "medicion", | ||
| 342 | "state": "active", | 313 | "state": "active", | ||
| 343 | "vocabulary_id": null | 314 | "vocabulary_id": null | ||
| 344 | }, | 315 | }, | ||
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| 350 | "vocabulary_id": null | 321 | "vocabulary_id": null | ||
| 351 | }, | 322 | }, | ||
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| 353 | "display_name": "sensores_remotos_teledeteccion", | 324 | "display_name": "sensores_remotos_teledeteccion", | ||
| 354 | "id": "1b91e619-fdaa-4fc8-9e06-20443950d6fa", | 325 | "id": "1b91e619-fdaa-4fc8-9e06-20443950d6fa", | ||
| 355 | "name": "sensores_remotos_teledeteccion", | 326 | "name": "sensores_remotos_teledeteccion", | ||
| 356 | "state": "active", | 327 | "state": "active", | ||
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| 360 | "thematic_area": [ | 331 | "thematic_area": [ | ||
| 361 | "espacios_protegidos" | 332 | "espacios_protegidos" | ||
| 362 | ], | 333 | ], | ||
| 363 | "theme_es": [ | 334 | "theme_es": [ | ||
| 364 | "http://datos.gob.es/kos/sector-publico/sector/medio-ambiente" | 335 | "http://datos.gob.es/kos/sector-publico/sector/medio-ambiente" | ||
| 365 | ], | 336 | ], | ||
| 366 | "title": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | 337 | "title": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | ||
| 367 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | 338 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | ||
| 368 | Lagoon", | 339 | Lagoon", | ||
| 369 | "title_translated": { | 340 | "title_translated": { | ||
| 370 | "es": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | 341 | "es": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | ||
| 371 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | 342 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | ||
| 372 | Lagoon" | 343 | Lagoon" | ||
| 373 | }, | 344 | }, | ||
| 374 | "topic": | 345 | "topic": | ||
| 375 | "http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/biota", | 346 | "http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/biota", | ||
| 376 | "type": "dataset", | 347 | "type": "dataset", | ||
| 377 | "url": | 348 | "url": | ||
| 378 | //iepnb.es:443/catalogo/dataset/d5897671-7605-5453-9038-af50314d644d", | 349 | //iepnb.es:443/catalogo/dataset/d5897671-7605-5453-9038-af50314d644d", | ||
| 379 | "version_notes": { | 350 | "version_notes": { | ||
| 380 | "es": "" | 351 | "es": "" | ||
| 381 | } | 352 | } | ||
| 382 | } | 353 | } |