Jorge L. Garcia, Yizet E. Huaman-Navarro, Bram L. Willems, Raúl Loayza-Muro, Patricia Moreira-Turcq, Jemma L. Wadham, Moya L. Macdonald, Angel Bustamante
{"title":"利用Landsat 8图像识别秘鲁安第斯山脉冰川退缩区的酸性湖泊和相关岩石暴露","authors":"Jorge L. Garcia, Yizet E. Huaman-Navarro, Bram L. Willems, Raúl Loayza-Muro, Patricia Moreira-Turcq, Jemma L. Wadham, Moya L. Macdonald, Angel Bustamante","doi":"10.1007/s10661-025-14006-5","DOIUrl":null,"url":null,"abstract":"<div><p>This study offers a novel satellite-based methodology for identifying and monitoring acidic lakes in the Cordillera Blanca, Peru, focusing on the environmental impact of acid rock drainage (ARD) due to glacier retreat. We utilized Landsat 8 imagery and field-collected pH data from 28 glacial lakes, provided by the Glaciology and Water Resources Unit of the Peruvian National Water Authority (ANA, Peru). Integrating this with geological mapping of the sulfide-rich Chicama Formation (Js-Chic), we identified a correlation between exposed Js-Chic areas and lake acidity. Our approach involves the Spectral Angle Mapper (SAM) method to map exposed Js-Chic areas and an empirical spectral equation to infer lake pH. We found a distinct pattern in highly acidic lakes (pH < 4), with a greater Js-Chic exposure (> 60 hectares) correlating with higher acidity. These lakes, predominantly in the southern Cordillera Blanca, also showed distinct spectral signatures in the first three Landsat 8 bands, forming the basis of our pH estimation method. Further, we observed that lakes with higher acidity are associated with greater glacial retreat and higher vegetation quality in their basins, as indicated by the Normalized Difference Vegetation Index (NDVI). Our findings highlight the potential of remote sensing for ARD monitoring in mountainous regions and suggest a link between glacial retreat, Js-Chic exposure, and lake acidification, which could have significant implications for water security.</p></div>","PeriodicalId":544,"journal":{"name":"Environmental Monitoring and Assessment","volume":"197 5","pages":""},"PeriodicalIF":2.9000,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Identifying acid lakes and associated rock exposure in glacial retreat zones in the Peruvian Andes using Landsat 8 imagery\",\"authors\":\"Jorge L. Garcia, Yizet E. Huaman-Navarro, Bram L. Willems, Raúl Loayza-Muro, Patricia Moreira-Turcq, Jemma L. Wadham, Moya L. Macdonald, Angel Bustamante\",\"doi\":\"10.1007/s10661-025-14006-5\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>This study offers a novel satellite-based methodology for identifying and monitoring acidic lakes in the Cordillera Blanca, Peru, focusing on the environmental impact of acid rock drainage (ARD) due to glacier retreat. We utilized Landsat 8 imagery and field-collected pH data from 28 glacial lakes, provided by the Glaciology and Water Resources Unit of the Peruvian National Water Authority (ANA, Peru). Integrating this with geological mapping of the sulfide-rich Chicama Formation (Js-Chic), we identified a correlation between exposed Js-Chic areas and lake acidity. Our approach involves the Spectral Angle Mapper (SAM) method to map exposed Js-Chic areas and an empirical spectral equation to infer lake pH. We found a distinct pattern in highly acidic lakes (pH < 4), with a greater Js-Chic exposure (> 60 hectares) correlating with higher acidity. These lakes, predominantly in the southern Cordillera Blanca, also showed distinct spectral signatures in the first three Landsat 8 bands, forming the basis of our pH estimation method. Further, we observed that lakes with higher acidity are associated with greater glacial retreat and higher vegetation quality in their basins, as indicated by the Normalized Difference Vegetation Index (NDVI). Our findings highlight the potential of remote sensing for ARD monitoring in mountainous regions and suggest a link between glacial retreat, Js-Chic exposure, and lake acidification, which could have significant implications for water security.</p></div>\",\"PeriodicalId\":544,\"journal\":{\"name\":\"Environmental Monitoring and Assessment\",\"volume\":\"197 5\",\"pages\":\"\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2025-04-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Environmental Monitoring and Assessment\",\"FirstCategoryId\":\"93\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s10661-025-14006-5\",\"RegionNum\":4,\"RegionCategory\":\"环境科学与生态学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENVIRONMENTAL SCIENCES\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental Monitoring and Assessment","FirstCategoryId":"93","ListUrlMain":"https://link.springer.com/article/10.1007/s10661-025-14006-5","RegionNum":4,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
Identifying acid lakes and associated rock exposure in glacial retreat zones in the Peruvian Andes using Landsat 8 imagery
This study offers a novel satellite-based methodology for identifying and monitoring acidic lakes in the Cordillera Blanca, Peru, focusing on the environmental impact of acid rock drainage (ARD) due to glacier retreat. We utilized Landsat 8 imagery and field-collected pH data from 28 glacial lakes, provided by the Glaciology and Water Resources Unit of the Peruvian National Water Authority (ANA, Peru). Integrating this with geological mapping of the sulfide-rich Chicama Formation (Js-Chic), we identified a correlation between exposed Js-Chic areas and lake acidity. Our approach involves the Spectral Angle Mapper (SAM) method to map exposed Js-Chic areas and an empirical spectral equation to infer lake pH. We found a distinct pattern in highly acidic lakes (pH < 4), with a greater Js-Chic exposure (> 60 hectares) correlating with higher acidity. These lakes, predominantly in the southern Cordillera Blanca, also showed distinct spectral signatures in the first three Landsat 8 bands, forming the basis of our pH estimation method. Further, we observed that lakes with higher acidity are associated with greater glacial retreat and higher vegetation quality in their basins, as indicated by the Normalized Difference Vegetation Index (NDVI). Our findings highlight the potential of remote sensing for ARD monitoring in mountainous regions and suggest a link between glacial retreat, Js-Chic exposure, and lake acidification, which could have significant implications for water security.
期刊介绍:
Environmental Monitoring and Assessment emphasizes technical developments and data arising from environmental monitoring and assessment, the use of scientific principles in the design of monitoring systems at the local, regional and global scales, and the use of monitoring data in assessing the consequences of natural resource management actions and pollution risks to man and the environment.