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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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del recurso Distribución HTML a2026-06-25
(anteriormente2026-06-23
) 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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| 100 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | 110 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | ||
| 101 | used to examine the evolution of the main water quality descriptors | 111 | used to examine the evolution of the main water quality descriptors | ||
| 102 | during the latest ecological crisis in 2021, resulting in an important | 112 | during the latest ecological crisis in 2021, resulting in an important | ||
| 103 | loss of benthic vegetation and unusual mortality events affecting | 113 | loss of benthic vegetation and unusual mortality events affecting | ||
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| 106 | variables over 10 control points. The validation of satellite | 116 | variables over 10 control points. The validation of satellite | ||
| 107 | biogeochemical variables against on-site measurements indicates | 117 | biogeochemical variables against on-site measurements indicates | ||
| 108 | precise results of the water quality algorithms with median errors of | 118 | 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, | 119 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | ||
| 110 | respectively. The satellite preprocessing scheme shows consistent | 120 | respectively. The satellite preprocessing scheme shows consistent | ||
| 111 | performance for both satellites; therefore, using them in tandem can | 121 | performance for both satellites; therefore, using them in tandem can | ||
| 112 | improve mapping strategies. The findings demonstrate the suitability | 122 | improve mapping strategies. The findings demonstrate the suitability | ||
| 113 | of the methodology to capture the spatiotemporal distribution of | 123 | of the methodology to capture the spatiotemporal distribution of | ||
| 114 | turbidity and chlorophyll-a concentration at 10-30 m spatial | 124 | turbidity and chlorophyll-a concentration at 10-30 m spatial | ||
| 115 | resolution on a systematic basis and in a cost-effective way. The | 125 | resolution on a systematic basis and in a cost-effective way. The | ||
| 116 | multitemporal products allow the identification of the main critical | 126 | multitemporal products allow the identification of the main critical | ||
| 117 | areas close to the mouth of the Albujon watercourse and the beginning | 127 | areas close to the mouth of the Albujon watercourse and the beginning | ||
| 118 | of the eutrophication process with chlorophyll-a concentration above 3 | 128 | of the eutrophication process with chlorophyll-a concentration above 3 | ||
| 119 | mg/m(3). These innovative tools can support decision makers in | 129 | mg/m(3). These innovative tools can support decision makers in | ||
| 120 | improving current monitoring strategies as early warning systems for | 130 | improving current monitoring strategies as early warning systems for | ||
| 121 | timely assistance during these ecological disasters, thus preventing | 131 | timely assistance during these ecological disasters, thus preventing | ||
| 122 | detrimental conditions in the lagoon.", | 132 | detrimental conditions in the lagoon.", | ||
| 123 | "notes_translated": { | 133 | "notes_translated": { | ||
| 124 | "es": "During recent years, several eutrophication processes and | 134 | "es": "During recent years, several eutrophication processes and | ||
| 125 | subsequent environmental crises have occurred in Mar Menor, the | 135 | subsequent environmental crises have occurred in Mar Menor, the | ||
| 126 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | 136 | largest hypersaline coastal lagoon in the Western Mediterranean Sea. | ||
| 127 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | 137 | In this study, the Landsat-8 and Sentinel-2 satellites are jointly | ||
| 128 | used to examine the evolution of the main water quality descriptors | 138 | used to examine the evolution of the main water quality descriptors | ||
| 129 | during the latest ecological crisis in 2021, resulting in an important | 139 | during the latest ecological crisis in 2021, resulting in an important | ||
| 130 | loss of benthic vegetation and unusual mortality events affecting | 140 | loss of benthic vegetation and unusual mortality events affecting | ||
| 131 | different aquatic species. Several field campaigns were carried out in | 141 | different aquatic species. Several field campaigns were carried out in | ||
| 132 | March, July, August, and November 2021 to measure water quality | 142 | March, July, August, and November 2021 to measure water quality | ||
| 133 | variables over 10 control points. The validation of satellite | 143 | variables over 10 control points. The validation of satellite | ||
| 134 | biogeochemical variables against on-site measurements indicates | 144 | biogeochemical variables against on-site measurements indicates | ||
| 135 | precise results of the water quality algorithms with median errors of | 145 | 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, | 146 | 0.41 mg/m(3) and 2.04 FNU for chlorophyll-a and turbidity, | ||
| 137 | respectively. The satellite preprocessing scheme shows consistent | 147 | respectively. The satellite preprocessing scheme shows consistent | ||
| 138 | performance for both satellites; therefore, using them in tandem can | 148 | performance for both satellites; therefore, using them in tandem can | ||
| 139 | improve mapping strategies. The findings demonstrate the suitability | 149 | improve mapping strategies. The findings demonstrate the suitability | ||
| 140 | of the methodology to capture the spatiotemporal distribution of | 150 | of the methodology to capture the spatiotemporal distribution of | ||
| 141 | turbidity and chlorophyll-a concentration at 10-30 m spatial | 151 | turbidity and chlorophyll-a concentration at 10-30 m spatial | ||
| 142 | resolution on a systematic basis and in a cost-effective way. The | 152 | resolution on a systematic basis and in a cost-effective way. The | ||
| 143 | multitemporal products allow the identification of the main critical | 153 | multitemporal products allow the identification of the main critical | ||
| 144 | areas close to the mouth of the Albujon watercourse and the beginning | 154 | areas close to the mouth of the Albujon watercourse and the beginning | ||
| 145 | of the eutrophication process with chlorophyll-a concentration above 3 | 155 | of the eutrophication process with chlorophyll-a concentration above 3 | ||
| 146 | mg/m(3). These innovative tools can support decision makers in | 156 | mg/m(3). These innovative tools can support decision makers in | ||
| 147 | improving current monitoring strategies as early warning systems for | 157 | improving current monitoring strategies as early warning systems for | ||
| 148 | timely assistance during these ecological disasters, thus preventing | 158 | timely assistance during these ecological disasters, thus preventing | ||
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| 278 | "state": "active", | 288 | "state": "active", | ||
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| 286 | "vocabulary_id": null | 296 | "vocabulary_id": null | ||
| 287 | }, | 297 | }, | ||
| 288 | { | 298 | { | ||
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| 298 | "name": "lagunas-costeras-salobres-saladas", | 308 | "name": "lagunas-costeras-salobres-saladas", | ||
| 299 | "state": "active", | 309 | "state": "active", | ||
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| 301 | }, | 311 | }, | ||
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| 326 | "name": "sensores_remotos_teledeteccion", | 336 | "name": "sensores_remotos_teledeteccion", | ||
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| 336 | ], | 346 | ], | ||
| 337 | "title": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | 347 | "title": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | ||
| 338 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | 348 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | ||
| 339 | Lagoon", | 349 | Lagoon", | ||
| 340 | "title_translated": { | 350 | "title_translated": { | ||
| 341 | "es": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | 351 | "es": "Use of the Sentinel-2 and Landsat-8 Satellites for Water | ||
| 342 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | 352 | Quality Monitoring: An Early Warning Tool in the Mar Menor Coastal | ||
| 343 | Lagoon" | 353 | Lagoon" | ||
| 344 | }, | 354 | }, | ||
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| 347 | "type": "dataset", | 357 | "type": "dataset", | ||
| 348 | "url": | 358 | "url": | ||
| 349 | //iepnb.es:443/catalogo/dataset/d5897671-7605-5453-9038-af50314d644d", | 359 | //iepnb.es:443/catalogo/dataset/d5897671-7605-5453-9038-af50314d644d", | ||
| 350 | "version_notes": { | 360 | "version_notes": { | ||
| 351 | "es": "" | 361 | "es": "" | ||
| 352 | } | 362 | } | ||
| 353 | } | 363 | } |