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En el instante 23 de junio de 2026, 16:12:57 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 Machine Learning for Detection of Macroalgal Blooms in the Mar Menor Coastal Lagoon Using Sentinel-2
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| 94 | "notes": "The Mar Menor coastal lagoon in southeastern Spain has | 94 | "notes": "The Mar Menor coastal lagoon in southeastern Spain has | ||
| 95 | experienced a decline in water quality due to increased nutrient | 95 | experienced a decline in water quality due to increased nutrient | ||
| 96 | input, leading to the eutrophication of the lagoon and the occurrence | 96 | input, leading to the eutrophication of the lagoon and the occurrence | ||
| 97 | of microalgal and macroalgal blooms. This study analyzes the | 97 | of microalgal and macroalgal blooms. This study analyzes the | ||
| 98 | macroalgal bloom that occurred in the lagoon during the spring-summer | 98 | macroalgal bloom that occurred in the lagoon during the spring-summer | ||
| 99 | of 2022. A set of machine learning techniques are applied to | 99 | of 2022. A set of machine learning techniques are applied to | ||
| 100 | Sentinel-2 satellite imagery in order to obtain indicators of the | 100 | Sentinel-2 satellite imagery in order to obtain indicators of the | ||
| 101 | presence of macroalgae in specific locations within the lagoon. This | 101 | presence of macroalgae in specific locations within the lagoon. This | ||
| 102 | is supported by in situ observations of the blooming process in | 102 | is supported by in situ observations of the blooming process in | ||
| 103 | different areas of the Mar Menor. Our methodology successfully | 103 | different areas of the Mar Menor. Our methodology successfully | ||
| 104 | identifies the macroalgal bloom locations (accuracies above 98%, and | 104 | identifies the macroalgal bloom locations (accuracies above 98%, and | ||
| 105 | Matthew's Correlation Coefficients above 78% in all cases), and | 105 | Matthew's Correlation Coefficients above 78% in all cases), and | ||
| 106 | provides a probabilistic approach to understand the likelihood of | 106 | provides a probabilistic approach to understand the likelihood of | ||
| 107 | occurrence of this event in given pixels. The analysis also identifies | 107 | occurrence of this event in given pixels. The analysis also identifies | ||
| 108 | the key parameters contributing to the classification of pixels as | 108 | the key parameters contributing to the classification of pixels as | ||
| 109 | algae, which could be used to develop future algorithms for detecting | 109 | algae, which could be used to develop future algorithms for detecting | ||
| 110 | macroalgal blooms. This information can be used by environmental | 110 | macroalgal blooms. This information can be used by environmental | ||
| 111 | managers to implement early warning and mitigation strategies to | 111 | managers to implement early warning and mitigation strategies to | ||
| 112 | prevent water quality deterioration in the lagoon. The usefulness of | 112 | prevent water quality deterioration in the lagoon. The usefulness of | ||
| 113 | satellite observations for ecological and crisis management at local | 113 | satellite observations for ecological and crisis management at local | ||
| 114 | and regional scales is also highlighted.", | 114 | and regional scales is also highlighted.", | ||
| 115 | "notes_translated": { | 115 | "notes_translated": { | ||
| 116 | "es": "The Mar Menor coastal lagoon in southeastern Spain has | 116 | "es": "The Mar Menor coastal lagoon in southeastern Spain has | ||
| 117 | experienced a decline in water quality due to increased nutrient | 117 | experienced a decline in water quality due to increased nutrient | ||
| 118 | input, leading to the eutrophication of the lagoon and the occurrence | 118 | input, leading to the eutrophication of the lagoon and the occurrence | ||
| 119 | of microalgal and macroalgal blooms. This study analyzes the | 119 | of microalgal and macroalgal blooms. This study analyzes the | ||
| 120 | macroalgal bloom that occurred in the lagoon during the spring-summer | 120 | macroalgal bloom that occurred in the lagoon during the spring-summer | ||
| 121 | of 2022. A set of machine learning techniques are applied to | 121 | of 2022. A set of machine learning techniques are applied to | ||
| 122 | Sentinel-2 satellite imagery in order to obtain indicators of the | 122 | Sentinel-2 satellite imagery in order to obtain indicators of the | ||
| 123 | presence of macroalgae in specific locations within the lagoon. This | 123 | presence of macroalgae in specific locations within the lagoon. This | ||
| 124 | is supported by in situ observations of the blooming process in | 124 | is supported by in situ observations of the blooming process in | ||
| 125 | different areas of the Mar Menor. Our methodology successfully | 125 | different areas of the Mar Menor. Our methodology successfully | ||
| 126 | identifies the macroalgal bloom locations (accuracies above 98%, and | 126 | identifies the macroalgal bloom locations (accuracies above 98%, and | ||
| 127 | Matthew's Correlation Coefficients above 78% in all cases), and | 127 | Matthew's Correlation Coefficients above 78% in all cases), and | ||
| 128 | provides a probabilistic approach to understand the likelihood of | 128 | provides a probabilistic approach to understand the likelihood of | ||
| 129 | occurrence of this event in given pixels. The analysis also identifies | 129 | occurrence of this event in given pixels. The analysis also identifies | ||
| 130 | the key parameters contributing to the classification of pixels as | 130 | the key parameters contributing to the classification of pixels as | ||
| 131 | algae, which could be used to develop future algorithms for detecting | 131 | algae, which could be used to develop future algorithms for detecting | ||
| 132 | macroalgal blooms. This information can be used by environmental | 132 | macroalgal blooms. This information can be used by environmental | ||
| 133 | managers to implement early warning and mitigation strategies to | 133 | managers to implement early warning and mitigation strategies to | ||
| 134 | prevent water quality deterioration in the lagoon. The usefulness of | 134 | prevent water quality deterioration in the lagoon. The usefulness of | ||
| 135 | satellite observations for ecological and crisis management at local | 135 | satellite observations for ecological and crisis management at local | ||
| 136 | and regional scales is also highlighted." | 136 | and regional scales is also highlighted." | ||
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| 280 | tp://inspire.ec.europa.eu/metadata-codelist/TopicCategory/environment" | 251 | tp://inspire.ec.europa.eu/metadata-codelist/TopicCategory/environment" | ||
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| 285 | "id": "8ac078c6-1ce6-4a50-b2f5-394b2c64f7df", | 256 | "id": "8ac078c6-1ce6-4a50-b2f5-394b2c64f7df", | ||
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| 292 | "id": "5fcdd244-0f78-4801-be7d-5a67c5bb55ec", | 263 | "id": "5fcdd244-0f78-4801-be7d-5a67c5bb55ec", | ||
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| 300 | "name": "lagunas-costeras-salobres-saladas", | 271 | "name": "lagunas-costeras-salobres-saladas", | ||
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| 327 | "espacios_protegidos" | 298 | "espacios_protegidos" | ||
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| 329 | "theme_es": [ | 300 | "theme_es": [ | ||
| 330 | "http://datos.gob.es/kos/sector-publico/sector/medio-ambiente" | 301 | "http://datos.gob.es/kos/sector-publico/sector/medio-ambiente" | ||
| 331 | ], | 302 | ], | ||
| 332 | "title": "Machine Learning for Detection of Macroalgal Blooms in the | 303 | "title": "Machine Learning for Detection of Macroalgal Blooms in the | ||
| 333 | Mar Menor Coastal Lagoon Using Sentinel-2", | 304 | Mar Menor Coastal Lagoon Using Sentinel-2", | ||
| 334 | "title_translated": { | 305 | "title_translated": { | ||
| 335 | "es": "Machine Learning for Detection of Macroalgal Blooms in the | 306 | "es": "Machine Learning for Detection of Macroalgal Blooms in the | ||
| 336 | Mar Menor Coastal Lagoon Using Sentinel-2" | 307 | Mar Menor Coastal Lagoon Using Sentinel-2" | ||
| 337 | }, | 308 | }, | ||
| 338 | "topic": | 309 | "topic": | ||
| 339 | "http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/biota", | 310 | "http://inspire.ec.europa.eu/metadata-codelist/TopicCategory/biota", | ||
| 340 | "type": "dataset", | 311 | "type": "dataset", | ||
| 341 | "url": | 312 | "url": | ||
| 342 | //iepnb.es:443/catalogo/dataset/17645b5b-9efd-538a-b80a-046a6fe4a91c", | 313 | //iepnb.es:443/catalogo/dataset/17645b5b-9efd-538a-b80a-046a6fe4a91c", | ||
| 343 | "version_notes": { | 314 | "version_notes": { | ||
| 344 | "es": "" | 315 | "es": "" | ||
| 345 | } | 316 | } | ||
| 346 | } | 317 | } |