Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images
The concentration of total suspended matter (TSM) is an important parameter for evaluating lake water quality. We determined in situ hyperspectral data and TSM concentration data for Changdang Lake, China, to establish a TSM concentration inversion model. The model was applied using 60 Sentinel-2 im...
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2021
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oai:doaj.org-article:a17b123250bf401193081182705f91ef2021-11-11T18:50:42ZSpatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images10.3390/rs132142302072-4292https://doaj.org/article/a17b123250bf401193081182705f91ef2021-10-01T00:00:00Zhttps://www.mdpi.com/2072-4292/13/21/4230https://doaj.org/toc/2072-4292The concentration of total suspended matter (TSM) is an important parameter for evaluating lake water quality. We determined in situ hyperspectral data and TSM concentration data for Changdang Lake, China, to establish a TSM concentration inversion model. The model was applied using 60 Sentinel-2 images acquired from 2016 to 2021 to determine the temporal and spatial distribution of TSM concentration. Remote sensing images were also utilized to monitor the effect of ecological dredging in Changdang Lake. The following results were obtained: (1) Compared with four existing models, the TSM concentration inversion model established in this study exhibited higher accuracy and was suitable for Changdang Lake. (2) TSM concentrations obtained for the period 2016–2021 were higher in spring and summer, and lower in autumn and winter. (3) The dredging process influenced a small area of the surrounding water body, resulting in higher TSM concentrations. However, a subsequent reduction in TSM concentrations indicated that the ecological dredging project might improve the water quality of Changdang Lake to a considerable extent. Therefore, it was inferred that the use of Sentinel-2 images was effective for the long-term monitoring of water quality changes in small and medium-sized lakes.Zuoyan GaoQian ShenXuelei WangHongchun PengYue YaoMingxiu WangLibing WangRu WangJiarui ShiDawei ShiWenguang LiangMDPI AGarticleChangdang Laketotal suspended matter concentrationSentinel-2 imageecological dredgingScienceQENRemote Sensing, Vol 13, Iss 4230, p 4230 (2021) |
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Changdang Lake total suspended matter concentration Sentinel-2 image ecological dredging Science Q |
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Changdang Lake total suspended matter concentration Sentinel-2 image ecological dredging Science Q Zuoyan Gao Qian Shen Xuelei Wang Hongchun Peng Yue Yao Mingxiu Wang Libing Wang Ru Wang Jiarui Shi Dawei Shi Wenguang Liang Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
description |
The concentration of total suspended matter (TSM) is an important parameter for evaluating lake water quality. We determined in situ hyperspectral data and TSM concentration data for Changdang Lake, China, to establish a TSM concentration inversion model. The model was applied using 60 Sentinel-2 images acquired from 2016 to 2021 to determine the temporal and spatial distribution of TSM concentration. Remote sensing images were also utilized to monitor the effect of ecological dredging in Changdang Lake. The following results were obtained: (1) Compared with four existing models, the TSM concentration inversion model established in this study exhibited higher accuracy and was suitable for Changdang Lake. (2) TSM concentrations obtained for the period 2016–2021 were higher in spring and summer, and lower in autumn and winter. (3) The dredging process influenced a small area of the surrounding water body, resulting in higher TSM concentrations. However, a subsequent reduction in TSM concentrations indicated that the ecological dredging project might improve the water quality of Changdang Lake to a considerable extent. Therefore, it was inferred that the use of Sentinel-2 images was effective for the long-term monitoring of water quality changes in small and medium-sized lakes. |
format |
article |
author |
Zuoyan Gao Qian Shen Xuelei Wang Hongchun Peng Yue Yao Mingxiu Wang Libing Wang Ru Wang Jiarui Shi Dawei Shi Wenguang Liang |
author_facet |
Zuoyan Gao Qian Shen Xuelei Wang Hongchun Peng Yue Yao Mingxiu Wang Libing Wang Ru Wang Jiarui Shi Dawei Shi Wenguang Liang |
author_sort |
Zuoyan Gao |
title |
Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
title_short |
Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
title_full |
Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
title_fullStr |
Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
title_full_unstemmed |
Spatiotemporal Distribution of Total Suspended Matter Concentration in Changdang Lake Based on In Situ Hyperspectral Data and Sentinel-2 Images |
title_sort |
spatiotemporal distribution of total suspended matter concentration in changdang lake based on in situ hyperspectral data and sentinel-2 images |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/a17b123250bf401193081182705f91ef |
work_keys_str_mv |
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