Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data

Chang CAO; Junsheng LI; Xiaodong JIA; Shenglei WANG; Bo WAN

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Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data

Physics | Updated：2024-10-11

- Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data
- Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data
- 海洋湖沼学报(英文) 2024年42卷第4期页码：1048-1060
- Affiliations：
  
  1.Liaoning Earthquake Agency, Shenyang 11000, China
  2.Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
  3.International Research Center of Big Data for Sustainable Development Goals, Beijing 100094, China
  4.School of Electronic, Electrical and Communication Engineering, University of Chinese Academy of Sciences, Beijing 100049, China
- Author bio：
  
  wangsl@radi.ac.cn
- Funds：
  
  the International Partnership Program of Chinese Academy of Sciences(313GJHZ2022085FN);the Dragon 5 Cooperation(59193)
- DOI：
  中图分类号：
- 收稿：2023-06-12，
  
  网络首发：2023-12-10，
  
  纸质出版：2024-07-01
- Accepted：
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Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data[J]. 海洋湖沼学报(英文), 2024,42(4):1048-1060.

CAO Chang,LI Junsheng,JIA Xiaodong,et al.Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data[J].Journal of Oceanology and Limnology,2024,42(04):1048-1060.
Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data[J]. 海洋湖沼学报(英文), 2024,42(4):1048-1060. DOI：

CAO Chang,LI Junsheng,JIA Xiaodong,et al.Spatial and temporal variation of water clarity in typical reservoirs in the Beijing-Tianjin-Hebei region observed by GF1-WFV satellite data[J].Journal of Oceanology and Limnology,2024,42(04):1048-1060. DOI：

摘要

Abstract

Rapidly monitoring regional water quality and the changing trend is of great practical and scientific significance

especially for the Beijing-Tianjin-Hebei (BTH) region of China where water resources are relatively scarce and inland water bodies are generally small. The remote sensing data of the GF1 satellite launched in 2013 have characteristics of high spatial and temporal resolution

which can be used for the dynamic monitoring of the water environment in small lakes and reservoirs. However

the water quality remote sensing monitoring model based on the GF1 satellite data for lakes and reservoirs in BTH is still lacking because of the considerable differences in the optical characteristics of the lakes and reservoirs. In this paper

the typical reservoirs in BTH-Guanting Reservoir

Yuqiao Reservoir

Panjiakou Reservoir

and Daheiting Reservoir are taken as the study areas. In the atmospheric correction of GF1-WFV

the relative radiation normalized atmospheric correction was adopted after comparing it with other methods

such as 6S and FLAASH. In the water clarity retrieval

a water color hue angle based model was proposed and outperformed other available published models

with the

of 0.74 and MRE of 31.7%. The clarity products of the four typical reservoirs in the BTH region in 2013–2019 were produced using the GF1-WFV data. Based on the products

temporal and spatial changes in clarity were analyzed

and the main influencing factors for each water body were discussed. It was found that the clarity of Guanting

Daheiting

and Panjiakou reservoirs showed an upward trend during this period

while that of Yuqiao Reservoir showed a downward trend. In the influencing factors

the water level of the water bodies can be an important factor related to the water clarity changes in this region.

关键词

Keywords

references

Binding C E , Greenberg T A , Watson S B et al . 2015 . Long term water clarity changes in North America's Great Lakes from multi‐sensor satellite observations . Limnology and Oceanography , 60 ( 6 ): 1976 - 1995 , https://doi.‍org/10.1002/lno.10146 https://doi.‍org/10.1002/lno.10146 .

Canty M J , Nielsen A A , Schmidt M . 2004 . Automatic radiometric normalization of multitemporal satellite imagery . Remote Sensing of Environment , 91 ( 3-4 ): 441 - 451 , https://doi.org/10.1016/j.rse.2003.10.024 https://doi.org/10.1016/j.rse.2003.10.024 .

Canty M J , Nielsen A A . 2008 . Automatic radiometric normalization of multitemporal satellite imagery with the iteratively re-weighted MAD transformation . Remote Sensing of Environment , 112 ( 3 ): 1025 - 1036 , https://doi.org/10.1016/j.rse.2007.07.013 https://doi.org/10.1016/j.rse.2007.07.013 .

Chen J H , Wang D C , Li G D et al . 2020a . Spatial and temporal heterogeneity analysis of water conservation in Beijing-Tianjin-Hebei urban agglomeration based on the geodetector and spatial elastic coefficient trajectory models . GeoHealth , 4 ( 8 ): e2020 GH 000248 , https://doi.org/10.1029/2020GH000248 https://doi.org/10.1029/2020GH000248 .

Chen Q , Huang M T , Tang X D . 2020b . Eutrophication assessment of seasonal urban lakes in China Yangtze River Basin using Landsat 8-derived Forel-Ule index: a six-year (2013-2018) observation . Science of the Total Environment , 745 : 135392 , https://doi.org/10.1016/j.scitotenv.2019.135392 https://doi.org/10.1016/j.scitotenv.2019.135392 .

El Hajj M , Bégué A , Lafrance B et al . 2008 . Relative radiometric normalization and atmospheric correction of a SPOT 5 time series . Sensors , 8 ( 4 ): 2774 - 2791 , https://doi.org/10.3390/s8042774 https://doi.org/10.3390/s8042774 .

Feng L , Hou X J , Zheng Y . 2019 . Monitoring and understanding the water transparency changes of fifty large lakes on the Yangtze Plain based on long-term MODIS observations . Remote Sensing of Environment , 221 : 675 - 686 , https://doi.org/10.1016/j.rse.2018.12.007 https://doi.org/10.1016/j.rse.2018.12.007 .

Goyens C , Lavigne H , Dille A et al . 2022 . Using hyperspectral remote sensing to monitor water quality in drinking water reservoirs . Remote Sensing , 14 ( 21 ): 5607 , https://doi.org/10.3390/rs14215607 https://doi.org/10.3390/rs14215607 .

Jha S S , Kumar C V S S M , Nidamanuri R R . 2021 . Flexible atmospheric compensation technique (FACT): a 6S based atmospheric correction scheme for remote sensing data . Geocarto International , 36 ( 1 ): 28 - 46 , https://doi.org/10.1080/10106049.2019.1588391 https://doi.org/10.1080/10106049.2019.1588391 .

Kabiri K . 2022 . Estimation of the Secchi disk depth from the NASA MODIS-Aqua diffuse attenuation coefficient data in the northern Persian Gulf and the Gulf of Oman: a spatiotemporal assessment . Regional Studies in Marine Science , 52 : 102359 , https://doi.org/10.1016/j.rsma.2022.102359 https://doi.org/10.1016/j.rsma.2022.102359 .

Kabiri K . 2023 . Retrieval and validation of the Secchi disk depth values ( Z sd ) from the Sentinel-3/OLCI satellite data in the Persian Gulf and the Gulf of Oman . Environmental Science and Pollution Research , 30 ( 29 ): 73649 - 73661 , https://link.springer.com/article/10.1007/s11356-023-27625-7 https://link.springer.com/article/10.1007/s11356-023-27625-7 . https://do 10.1007/s11356-023-27625-7 http://dx.doi.org/10.1007/s11356-023-27625-7

Kratzer S , Brockmann C , Moore G . 2008 . Using MERIS full resolution data to monitor coastal waters—a case study from Himmerfjärden, a fjord-like bay in the northwestern Baltic Sea . Remote Sensing of Environment , 112 ( 5 ): 2284 - 2300 , https://doi.org/10.1016/j.rse.2007.10.006 https://doi.org/10.1016/j.rse.2007.10.006 .

Lee Z , Shang S L , Qi L et al . 2016 . A semi-analytical scheme to estimate Secchi-disk depth from Landsat-8 measurements . Remote Sensing of Environment , 177 : 101 - 106 , https://doi.org/10.1016/j.rse.2016.02.033 https://doi.org/10.1016/j.rse.2016.02.033 .

Liang T , Zhang X M , Zhang S . 2001 . The Study of distribution of N, P and heavy metals in Guanting Reservoir and Yongdinghe River . Progress in Geography , 20 ( 4 ): 341 - 346 , https://doi.org/10.3969/j.issn.1007-6301.2001.04.006. https://doi.org/10.3969/j.issn.1007-6301.2001.04.006. (in Chinese with English abstract)

Lin X C , Zhang Z F , Ni H Z et al . 2021 . Impact of water rights transaction in the Beijing-Tianjin-Hebei Region in China based on an improved computable general equilibrium model . Water , 13 ( 19 ): 2722 , https://doi.org/10.3390/w13192722 https://doi.org/10.3390/w13192722 .

Liu Y , Li J S , Xiao C C et al . 2022 . Inland water chlorophyll-a retrieval based on ZY-1 02D satellite hyperspectral observations . National Remote Sensing Bulletin , 26 ( 1 ): 168 - 178 , https://doi.org/10.11834/jrs.20221244. https://doi.org/10.11834/jrs.20221244. (in Chinese with English abstract)

McCullough I M , Loftin C S , Sader S A . 2012 . Combining lake and watershed characteristics with Landsat TM data for remote estimation of regional lake clarity . Remote Sensing of Environment , 123 : 109 - 115 , https://doi.org/10.1016/j.rse.2012.03.006 https://doi.org/10.1016/j.rse.2012.03.006 .

McFeeters S K . 1996 . The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features . International Journal of Remote Sensing , 17 ( 7 ): 1425 - 1432 , https://doi.org/10.1080/01431169608948714 https://doi.org/10.1080/01431169608948714 .

Mishra K , Prasad P R C . 2015 . Automatic extraction of water bodies from Landsat imagery using perceptron model . Journal of Computational Environmental Sciences , 2015 : 903465 , https://doi.org/10.1155/2015/903465 https://doi.org/10.1155/2015/903465 .

Mobley C D . 1999 . Estimation of the remote-sensing reflectance from above-surface measurements . Applied Optics , 38 ( 36 ): 7442 - 7455 , https://doi.org/10.1364/ao.38.007442 https://doi.org/10.1364/ao.38.007442 .

Nielsen A A , Conradsen K , Simpson J J . 1998 . Multivariate alteration detection (MAD) and MAF postprocessing in multispectral, bitemporal image data: new approaches to change detection studies . Remote Sensing of Environment , 64 ( 1 ): 1 - 19 , https://doi.org/10.1016/S0034-4257(97)00162-4 https://doi.org/10.1016/S0034-4257(97)00162-4 .

Novoa S , Wernand M R , van der Woerd H J . 2013 . The Forel-Ule scale revisited spectrally: preparation protocol, transmission measurements and chromaticity . Journal of the European Optical Society Rapid Publications , 8 : 13057 , https://doi.org/10.2971/jeos.2013.13057 https://doi.org/10.2971/jeos.2013.13057 .

Pitarch J , van der Woerd H J , Brewin R J W et al . 2019 . Optical properties of Forel-Ule water types deduced from 15 years of global satellite ocean color observations . Remote Sensing of Environment , 231 : 111249 , https://doi.org/10.1016/j.rse.2019.111249 https://doi.org/10.1016/j.rse.2019.111249 .

Ren J L , Zheng Z B , Li Y M et al . 2018 . Remote observation of water clarity patterns in Three Gorges Reservoir and Dongting Lake of China and their probable linkage to the Three Gorges Dam based on Landsat 8 imagery . Science of the Total Environment , 625 : 1554 - 1566 , https://doi.org/10.1016/j.scitotenv.2018.01.036 https://doi.org/10.1016/j.scitotenv.2018.01.036 .

Sana A , Al-Jamrah A , Claereboudt M et al . 2006 . Measurement of water quality parameters in the Gulf of Oman . In: Proceedings of the IAHR-APD Congress . Chennai, India. p. 1155 - 1165 .

Shen M , Luo J H , Cao Z G et al . 2022 . Random forest: an optimal chlorophyll- a algorithm for optically complex inland water suffering atmospheric correction uncertainties . Journal of Hydrology , 615 : 128685 , https://doi.org/10.1016/J.JHYDROL.2022.128685 https://doi.org/10.1016/J.JHYDROL.2022.128685 .

Shi K , Zhang Y L , Zhu G W et al . 2018 . Deteriorating water clarity in shallow waters: evidence from long term MODIS and in-situ observations . International Journal of Applied Earth Observation and Geoinformation , 68 : 287 - 297 , https://doi.org/10.1016/j.jag.2017.12.015 https://doi.org/10.1016/j.jag.2017.12.015 .

van der Woerd H J , Wernand M R . 2015 . True colour classification of natural waters with medium-spectral resolution satellites: SeaWiFS, MODIS, MERIS and OLCI . Sensors , 15 ( 10 ): 25663 - 25680 , https://doi.‍org/10.3390/s151025663 https://doi.‍org/10.3390/s151025663 . https://do 10.3390/s151025663 http://dx.doi.org/10.3390/s151025663

Wang D Z , He W , Gao Y . 2021 . Ideas and countermeasures for restoring strategic water source of Guanting Reservoir . Water Resources Development Research , 21 ( 6 ): 90 - 92 , https://doi.org/10.13928/j.cnki.wrdr.2021.06.021. https://doi.org/10.13928/j.cnki.wrdr.2021.06.021. (in Chinese with English abstract)

Wang S L , Li J S , Zhang B et al . 2018 . Trophic state assessment of global inland waters using a MODIS-derived Forel-Ule index . Remote Sensing of Environment , 217 : 444 - 460 , https://doi.org/10.1016/j.rse.2018.08.026 https://doi.org/10.1016/j.rse.2018.08.026 .

Wang S L , Li J S , Zhang B et al . 2020 . Changes of water clarity in large lakes and reservoirs across China observed from long-term MODIS . Remote Sensing of Environment , 247 : 111949 , https://doi.org/10.1016/j.rse.2020.111949 https://doi.org/10.1016/j.rse.2020.111949 .

Wang S L . 2018 . Large-Scale and Long-Time Water Quality Remote Sensing Monitoring over Lakes Based on Water Color Index . University of Chinese Academy of Sciences, Beijing . (in Chinese with English abstract)

Wang S . 2019 . Monitoring and Analyzing of Panjiakou-Daheiting Reservoir Water Quality Change Based on Multi-Source Remote Sensing Images . Lanzhou Jiaotong University , La nzhou, https://doi.org/10.27205/d.cnki.gltec.2019.000763. https://doi.org/10.27205/d.cnki.gltec.2019.000763. (in Chinese with English abstract)

Wernand M R , van der Woerd H J . 2010 . Ocean colour changes in the North Pacific since 1930 . Journal of the European Optical Society-Rapid Publications , 5 : 10015 s, https://doi.org/10.2971/jeos.2010.10015s https://doi.org/10.2971/jeos.2010.10015s .

Wu Y H , Li M R , Guo L N et al . 2019 . Investigating water variation of lakes in Tibetan Plateau using remote sensed data over the past 20 years . IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 12 ( 7 ): 2557 - 2564 , https://doi.org/10.1109/JSTARS.2019.2898259 https://doi.org/10.1109/JSTARS.2019.2898259 .

Xiang N , Zhang Y T , Shu C et al . 2022 . Dynamic simulation of industrial synergy optimisation pathways in Beijing-Tianjin-Hebei region driven by water environment improvements . Journal of Environmental Management , 320 : 115753 , https://doi.‍org/10.1016/j.jenvman.2022.115753 https://doi.‍org/10.1016/j.jenvman.2022.115753 . https://do 10.1016/j.jenvman.2022.115753 http://dx.doi.org/10.1016/j.jenvman.2022.115753

Xu P F , Mao F , Jin P B et al . 2020 . Spatial-temporal variations of chlorophyll- a in Qiandao Lake using GF1_WFV data . China Environmental Science , 40 ( 10 ): 4580 - 4588 , https://doi.org/10.19674/j.cnki.issn1000-6923.2020.0509. https://doi.org/10.19674/j.cnki.issn1000-6923.2020.0509. (in Chinese with English abstract)

Yang G H , Stewart C V , Sofka M et al . 2007 . Registration of challenging image pairs: initialization, estimation, and decision . IEEE Transactions on Pattern Analysis and Machine Intelligence , 29 ( 11 ): 1973 - 1989 , https://doi.‍org/10.1109/TPAMI.2007.1116 https://doi.‍org/10.1109/TPAMI.2007.1116 . https://do 10.1109/tpami.2007.1116 http://dx.doi.org/10.1109/tpami.2007.1116

Yin Z Y , Li J S , Liu Y et al . 2021 . Water clarity changes in Lake Taihu over 36 years based on Landsat TM and OLI observations . International Journal of Applied Earth Observation and Geoinformation , 102 : 102457 , https://doi.org/10.1016/j.jag.2021.102457 https://doi.org/10.1016/j.jag.2021.102457 .

Zhang C , Gao X P , Wang L Y et al . 2015 . Modelling the role of epiphyton and water level for submerged macrophyte development with a modified submerged aquatic vegetation model in a shallow reservoir in China . Ecological Engineering , 81 : 123 - 132 , https://doi.‍org/10.1016/j.‍ecoleng.2015.04.048 https://doi.‍org/10.1016/j.‍ecoleng.2015.04.048 . https://do 10.1016/j.ecoleng.2015.04.048 http://dx.doi.org/10.1016/j.ecoleng.2015.04.048

Zhang F F , Li J S , Zhang B et al . 2018 . A simple automated dynamic threshold extraction method for the classification of large water bodies from Landsat-8 OLI water index images . International Journal of Remote Sensing , 39 ( 11 ): 3429 - 3451 , https://doi.org/10.1080/01431161.2018.1444292 https://doi.org/10.1080/01431161.2018.1444292 .

Zhang H L , Sun D Y , Li J S et al . 2016 . Remote sensing algorithm for detecting green tide in China coastal waters based on GF1-WFV and HJ-CCD data . Acta Optica Sinica , 36 ( 6 ): 0601004 , https://doi.org/10.3788/AOS201636.0601004. https://doi.org/10.3788/AOS201636.0601004. (in Chinese with English abstract)

Zhao Y . 2019 . Analysis on control measures of cyanobacteria in water source area of Yuqiao Reservoir . Haihe Water Resources , ( 1 ): 5 - 6 , https://doi.org/10.3969/j.issn.‍1004-7328.2019.01.002. https://doi.org/10.3969/j.issn.‍1004-7328.2019.01.002. (in Chinese)

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