1,267
Views
1
CrossRef citations to date
0
Altmetric
Articles

Monitoring water color anomaly of lakes based on an integrated method using Landsat-8 OLI images

, , , , &
Pages 1567-1587 | Received 07 Apr 2022, Accepted 05 Sep 2022, Published online: 29 Sep 2022

References

  • Allan, J. David, Peter B McIntyre, Sigrid DP Smith, Benjamin S Halpern, Gregory L Boyer, Andy Buchsbaum, G. A. Burton, Linda M. Campbell, W. Lindsay Chadderton, and Jan J.H. Ciborowski. 2013. “Joint Analysis of Stressors and Ecosystem Services to Enhance Restoration Effectiveness.” Proceedings of the National Academy of Sciences 110 (1): 372–377. doi:10.1073/pnas.1213841110.
  • Anttila, Saku, Vivi Fleming-Lehtinen, Jenni Attila, Sofia Junttila, Hanna Alasalmi, Heidi Hällfors, Mikko Kervinen, and Sampsa Koponen. 2018. “A Novel Earth Observation Based Ecological Indicator for Cyanobacterial Blooms.” International Journal of Applied Earth Observation and Geoinformation 64: 145–155. doi:10.1016/j.jag.2017.09.007.
  • Barysheva, L. 1987. “On the Issue of Intercorrespondence of Color Scales Used in Limnology.” Remote Monitoring of Large Lakes, 60–65.
  • Cao, Zhigang, Ronghua Ma, Hongtao Duan, Nima Pahlevan, John Melack, Ming Shen, and Kun Xue. 2020. “A Machine Learning Approach to Estimate Chlorophyll-a from Landsat-8 Measurements in Inland Lakes.” Remote Sensing of Environment 248: 111974. doi:10.1016/j.rse.2020.111974.
  • Cao, Zhigang, Ronghua Ma, John M. Melack, Hongtao Duan, Miao Liu, Tiit Kutser, Kun Xue, Ming Shen, Tianci Qi, and Huili Yuan. 2022. “Landsat Observations of Chlorophyll-a Variations in Lake Taihu from 1984 to 2019.” International Journal of Applied Earth Observation and Geoinformation 106: 102642. doi:10.1016/j.jag.2021.102642.
  • Chen, X., and L. Feng. 2018. “Remote Sensing of Lakes’ Water Environment - ScienceDirect.” Comprehensive Remote Sensing 8: 249–277. doi:10.1016/B978-0-12-409548-9.10408-7.
  • Chen, Qi, Mutao Huang, and Xiaodong Tang. 2020. “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. doi:10.1016/j.scitotenv.2019.135392.
  • Chen, Nengcheng, Siqi Wang, Xiang Zhang, and Shangbo Yang. 2020a. “A Risk Assessment Method for Remote Sensing of Cyanobacterial Blooms in Inland Waters.” Science of the Total Environment 740: 140012. doi:10.1016/j.scitotenv.2020.140012.
  • Chen, Jiang, Weining Zhu, Yong Q. Tian, and Qian Yu. 2020b. “Monitoring Dissolved Organic Carbon by Combining Landsat-8 and Sentinel-2 Satellites: Case Study in Saginaw River Estuary, Lake Huron.” Science of the Total Environment 718: 137374. doi:10.1016/j.scitotenv.2020.137374.
  • CIE, CUPC. 1932. Commission Internationale de L'eclairage Proceedings, 1931.” Cambridge: Cambridge University.
  • Duan, Hongtao, Ronghua Ma, Steven Arthur Loiselle, Qiushi Shen, Hongbin Yin, and Yuchao Zhang. 2014. “Optical Characterization of Black Water Blooms in Eutrophic Waters.” Science of the Total Environment 482: 174–183. doi:10.1016/j.scitotenv.2014.02.113.
  • Eid, Ebrahem M, and Kamal H Shaltout. 2013. “Evaluation of Carbon Sequestration Potentiality of Lake Burullus, Egypt to Mitigate Climate Change.” The Egyptian Journal of Aquatic Research 39 (1): 31–38. doi:10.1016/j.ejar.2013.04.002.
  • Feng, Lian, Xuejiao Hou, and Yi Zheng. 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. doi:10.1016/j.rse.2018.12.007.
  • Feng, Lian, Chuanmin Hu, Xiaoling Chen, Liqiao Tian, and Liqiong Chen. 2012. “Human Induced Turbidity Changes in Poyang Lake Between 2000 and 2010: Observations from MODIS.” Journal of Geophysical Research: Oceans 117: C7. doi:10.1029/2011JC007864.
  • Gardner, John R, Xiao Yang, Simon N Topp, Matthew RV Ross, Elizabeth H Altenau, and Tamlin M Pavelsky. 2021. “The Color of Rivers.” Geophysical Research Letters 48 (1): e2020G–L088946. doi:10.1029/2020GL088946.
  • Giardino, Claudia, Kerttu-Liis Kõks, Rossano Bolpagni, Giulia Luciani, Gabriele Candiani, Moritz K Lehmann, Hendrik Jan Van der Woerd, and Mariano Bresciani. 2019. “The Color of Water from Space: A Case Study for Italian Lakes from Sentinel-2.” In Geospatial Analyses of Earth Observation (EO) Data. IntechOpen, doi:10.5772/intechopen.86596.
  • Gomes, Ana Carolina, Enner Alcântara, Thanan Rodrigues, and Nariane Bernardo. 2020. “Satellite Estimates of Euphotic Zone and Secchi Disk Depths in a Colored Dissolved Organic Matter-Dominated Inland Water.” Ecological Indicators 110: 105848. doi:10.1016/j.ecolind.2019.105848.
  • Gorelick, Noel, Matt Hancher, Mike Dixon, Simon Ilyushchenko, David Thau, and Rebecca Moore. 2017. “Google Earth Engine: Planetary-Scale Geospatial Analysis for Everyone.” Remote Sensing of Environment 202: 18–27. doi:10.1016/j.rse.2017.06.031.
  • Guan, Qi, Lian Feng, Xuejiao Hou, Guy Schurgers, Yi Zheng, and Jing Tang. 2020. “Eutrophication Changes in Fifty Large Lakes on the Yangtze Plain of China Derived from MERIS and OLCI Observations.” Remote Sensing of Environment 246: 111890. doi:10.1016/j.rse.2020.111890.
  • Guo, Minli, Xiaolu Li, Chunlei Song, Guanglong Liu, and Yiyong Zhou. 2020. “Photo-induced Phosphate Release During Sediment Resuspension in Shallow Lakes: A Potential Positive Feedback Mechanism of Eutrophication.” Environmental Pollution 258: 113679. doi:10.1016/j.envpol.2019.113679.
  • Guo, Kun, Naicheng Wu, Chao Wang, Deguo Yang, Yongfeng He, Jingbo Luo, Yi Chai, Ming Duan, Xiaofeng Huang, and Tenna Riis. 2019. “Trait Dependent Roles of Environmental Factors, Spatial Processes and Grazing Pressure on Lake Phytoplankton Metacommunity.” Ecological Indicators 103: 312–320. doi:10.1016/j.ecolind.2019.04.028.
  • Hou, Xuejiao, Lian Feng, Jing Tang, Xiao-Peng Song, Junguo Liu, Yunlin Zhang, Junjian Wang, Yang Xu, Yanhui Dai, and Yi Zheng. 2020. “Anthropogenic Transformation of Yangtze Plain Freshwater Lakes: Patterns, Drivers and Impacts.” Remote Sensing of Environment 248: 111998. doi:10.1016/j.rse.2020.111998.
  • Hu, Chuanmin. 2009. “A Novel Ocean Color Index to Detect Floating Algae in the Global Oceans.” Remote Sensing of Environment 113 (10): 2118–2129. doi:10.1016/j.rse.2009.05.012.
  • Hu, Chuanmin, Zhongping Lee, Ronghua Ma, Kun Yu, Daqiu Li, and Shaoling Shang. 2010. “Moderate Resolution Imaging Spectroradiometer (MODIS) Observations of Cyanobacteria Blooms in Taihu Lake, China.” Journal of Geophysical Research: Oceans 115: C4. doi:10.1029/2009JC005511.
  • Hu, Lianbo, Kan Zeng, Chuanmin Hu, and Ming-Xia He. 2019. “On the Remote Estimation of Ulva Prolifera Areal Coverage and Biomass.” Remote Sensing of Environment 223: 194–207. doi:10.1016/j.rse.2019.01.014.
  • Hu, Minqi, Yuchao Zhang, Ronghua Ma, Kun Xue, Zhigang Cao, Qiao Chu, and Yuanyuan Jing. 2021. “Optimized Remote Sensing Estimation of the Lake Algal Biomass by Considering the Vertically Heterogeneous Chlorophyll Distribution: Study Case in Lake Chaohu of China.” Science of the Total Environment 771: 144811. doi:10.1016/j.scitotenv.2020.144811.
  • Jally, S. K., A. K. Mishra, and S. Balabantaray. 2021. “Retrieval of Suspended Sediment Concentration of the Chilika Lake, India Using Landsat-8 OLI Satellite Data.” Environmental Earth Sciences 80 (8): 1–18. doi:https://doi.org/10.1007/s12665-021-09581-y.
  • Kondratyev, K Ya, DV Pozdnyakov, and LH Pettersson. 1998. “Water Quality Remote Sensing in the Visible Spectrum.” International Journal of Remote Sensing 19 (5):957-979. https://doi.org/10.1080/014311698215810.
  • Kuhn, Catherine, Aline de Matos Valerio, Nick Ward, Luke Loken, Henrique Oliveira Sawakuchi, Milton Kampel, Jeffrey Richey, Philipp Stadler, John Crawford, and Rob Striegl. 2019. “Performance of Landsat-8 and Sentinel-2 Surface Reflectance Products for River Remote Sensing Retrievals of Chlorophyll-a and Turbidity.” Remote Sensing of Environment 224: 104–118. doi:10.1016/j.rse.2019.01.023.
  • Kumar Jally, S., A. Kumar Mishra, and S. Balabantaray. 2020. “Estimation of Trophic State Index of Chilika Lake Using Landsat-8 oli and Liss-iii Satellite Data.” Geocarto International, doi:10.1080/10106049.2018.1533593.
  • Lehmann, Moritz K, Uyen Nguyen, Mathew Allan, and Hendrik Jan Van der Woerd. 2018. “Colour Classification of 1486 Lakes Across a Wide Range of Optical Water Types.” Remote Sensing 10 (8): 1273. doi:10.3390/rs10081273.
  • Liang, Qichun, Yuchao Zhang, Ronghua Ma, Steven Loiselle, Jing Li, and Minqi Hu. 2017. “A MODIS-Based Novel Method to Distinguish Surface Cyanobacterial Scums and Aquatic Macrophytes in Lake Taihu.” Remote Sensing 9 (2): 133. doi:10.3390/rs9020133.
  • Liu, Xiaohan, Yunlin Zhang, Kun Shi, Yongqiang Zhou, Xiangming Tang, Guangwei Zhu, and Boqiang Qin. 2015. “Mapping Aquatic Vegetation in a Large, Shallow Eutrophic Lake: A Frequency-Based Approach Using Multiple Years of MODIS Data.” Remote Sensing 7 (8): 10295–10320. doi:10.3390/rs70810295.
  • Phillips, Geoff, Nigel Willby, and Brian Moss. 2016. “Submerged Macrophyte Decline in Shallow Lakes: What Have we Learnt in the Last Forty Years?” Aquatic Botany 135: 37–45. doi:10.1016/j.aquabot.2016.04.004.
  • Pitarch, J., Hjvd Woerd, Rjw Brewin, and O. Zielinski. 2019. “Optical Properties of Forel-Ule Water Types Deduced from 15 Years of Global Satellite Ocean Color Observations.” Remote Sensing of Environment 231: September. doi:10.1016/j.rse.2019.111249.
  • Ren, Jingli, Zhubin Zheng, Yunmei Li, Guonian Lv, Qiao Wang, Heng Lyu, Changchun Huang, Ge Liu, Chenggong Du, and Meng Mu. 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. doi:10.1016/j.scitotenv.2018.01.036.
  • Shi, Kun, Yunlin Zhang, Yongqiang Zhou, Xiaohan Liu, Guangwei Zhu, Boqiang Qin, and Guang Gao. 2017. “Long-term MODIS Observations of Cyanobacterial Dynamics in Lake Taihu: Responses to Nutrient Enrichment and Meteorological Factors.” Scientific Reports 7 (1): 1–16. doi:10.1038/srep40326.
  • Shi, Kun, Yunlin Zhang, Guangwei Zhu, Xiaohan Liu, Yongqiang Zhou, Hai Xu, Boqiang Qin, Ge Liu, and Yunmei J. Li. 2015. “Long-term Remote Monitoring of Total Suspended Matter Concentration in Lake Taihu Using 250 m MODIS-Aqua Data.” Remote Sensing of Environment 164: 43–56. doi:10.1016/j.rse.2015.02.029.
  • Shi, Kun, Yunlin Zhang, Guangwei Zhu, Boqiang Qin, and Delu Pan. 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. doi:10.1016/j.jag.2017.12.015.
  • Sun, Xianghan, Jianqiang Liu, Jianru Wang, Liqiao Tian, Qu Zhou, and Jian Li. 2021. “Integrated Monitoring of Lakes’ Turbidity in Wuhan, China During the COVID-19 Epidemic Using Multi-Sensor Satellite Observations.” International Journal of Digital Earth 14 (4): 443–463. doi:10.1080/17538947.2020.1868584.
  • Tan, Wenxia, Jindi Xing, Shao Yang, Gongliang Yu, Panpan Sun, and Yan Jiang. 2020. “Long Term Aquatic Vegetation Dynamics in Longgan Lake Using Landsat Time Series and Their Responses to Water Level Fluctuation.” Water 12 (8): 2178. doi:10.3390/w12082178.
  • Topp, Simon N, Tamlin M Pavelsky, Hilary A Dugan, Xiao Yang, John Gardner, and Matthew RV Ross. 2021. “Shifting Patterns of Summer Lake Color Phenology in Over 26,000 US Lakes.” Water Resources Research:E (2020W): R029123. doi:10.1029/2020WR029123.
  • Tranvik, Lars J, John A Downing, James B Cotner, Steven A Loiselle, Robert G Striegl, Thomas J Ballatore, Peter Dillon, Kerri Finlay, Kenneth Fortino, and Lesley B Knoll. 2009. “Lakes and Reservoirs as Regulators of Carbon Cycling and Climate.” Limnology and Oceanography 54 (6part2): 2298–2314. doi:10.4319/lo.2009.54.6_part_2.2298.
  • Urbanski, Jacek Andrzej, Agnieszka Wochna, Iwona Bubak, Waldemar Grzybowski, Katarzyna Lukawska-Matuszewska, Magda Łącka, Sylwia Śliwińska, Bożena Wojtasiewicz, and Marek Zajączkowski. 2016. “Application of Landsat 8 Imagery to Regional-Scale Assessment of Lake Water Quality.” International Journal of Applied Earth Observation and Geoinformation 51: 28–36. doi:10.1016/j.jag.2016.04.004.
  • Van der Woerd, Hendrik Jan, and Marcel Robert Wernand. 2018. “Hue-angle Product for low to Medium Spatial Resolution Optical Satellite Sensors.” Remote Sensing 10 (2): 180. doi:10.3390/rs10020180.
  • Vermote, Eric, Chris Justice, Martin Claverie, and Belen Franch. 2016. “Preliminary Analysis of the Performance of the Landsat 8/OLI Land Surface Reflectance Product.” Remote Sensing of Environment 185: 46–56. doi:10.1016/j.rse.2016.04.008.
  • Vermote, Eric F, Didier Tanré, Jean L Deuze, Maurice Herman, and J.-J. Morcette. 1997. “Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: An Overview.” IEEE Transactions on Geoscience and Remote Sensing 35 (3): 675–686. doi:10.1109/36.581987.
  • Wang, Mengqiu, and Chuanmin Hu. 2016. “Mapping and Quantifying Sargassum Distribution and Coverage in the Central West Atlantic Using MODIS Observations.” Remote Sensing of Environment 183: 350–367. doi:10.1016/j.rse.2016.04.019.
  • Wang, Shenglei, Zhongping Lee, Shaoling Shang, Junsheng Li, Bing Zhang, and Gong Lin. 2019. “Deriving Inherent Optical Properties from Classical Water Color Measurements: Forel-Ule Index and Secchi Disk Depth.” Optics Express 27 (5): 7642–7655. doi:10.1364/OE.27.007642.
  • Wang, Shenglei, Junsheng Li, Qian Shen, Bing Zhang, Fangfang Zhang, and Zhaoyi Lu. 2014. “MODIS-based Radiometric Color Extraction and Classification of Inland Water with the Forel-Ule Scale: A Case Study of Lake Taihu.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8 (2): 907–918. doi:10.1109/JSTARS.2014.2360564.
  • Wang, Shenglei, Junsheng Li, Bing Zhang, Zhongping Lee, Evangelos Spyrakos, Lian Feng, Chong Liu, Hongli Zhao, Yanhong Wu, and Liping Zhu. 2020. “Changes of Water Clarity in Large Lakes and Reservoirs Across China Observed from Long-Term MODIS.” Remote Sensing of Environment 247: 111949. doi:10.1016/j.rse.2020.111949.
  • Wang, Shenglei, Junsheng Li, Bing Zhang, Evangelos Spyrakos, Andrew N Tyler, Qian Shen, Fangfang Zhang, Tiit Kuster, Moritz K Lehmann, and Yanhong Wu. 2018. “Trophic State Assessment of Global Inland Waters Using a MODIS-Derived Forel-Ule Index.” Remote Sensing of Environment 217: 444–460. doi:10.1016/j.rse.2018.08.026.
  • Webster, Katherine E, Patricia A Soranno, Kendra Spence Cheruvelil, Mary T Bremigan, John A Downing, Peter D Vaux, Timothy R Asplund, Linda C Bacon, and Jody Connor. 2008. “An Empirical Evaluation of the Nutrient-Color Paradigm for Lakes.” Limnology and Oceanography 53 (3): 1137–1148. doi:10.4319/lo.2008.53.3.1137.
  • Wei, Jianwei, Zhongping Lee, Rodrigo Garcia, Laura Zoffoli, Roy A Armstrong, Zhehai Shang, Patrick Sheldon, and Robert F Chen. 2018. “An Assessment of Landsat-8 Atmospheric Correction Schemes and Remote Sensing Reflectance Products in Coral Reefs and Coastal Turbid Waters.” Remote Sensing of Environment 215: 18–32. doi:10.1016/j.rse.2018.05.033.
  • Wei, Yang, Li Yuanxi, Liu Yu, Xu Mingxiang, Zhang Liping, and Deng Qiuliang. 2020. “Impacts of Rainfall Intensity and Urbanization on Water Environment of Urban Lakes.” Ecohydrology & Hydrobiology 20 (4): 513–524. doi:10.1016/j.ecohyd.2020.06.006.
  • Wernand, Marcel R, Hendrik J van der Woerd, and Winfried WC Gieskes. 2013. “Trends in Ocean Colour and Chlorophyll Concentration from 1889 to 2000, Worldwide.” PLOS one 8 (6): e63766. doi:10.1371/journal.pone.0063766.
  • Woerd, Hendrik J, and Marcel R Wernand. 2015. “True Colour Classification of Natural Waters with Medium-Spectral Resolution Satellites: SeaWiFS, MODIS, MERIS and OLCI.” Sensors 15 (10): 25663–25680. doi:10.3390/s151025663.
  • Xiao, Yihua, Thomas Rohrlack, and Gunnhild Riise. 2020. “Unraveling Long-Term Changes in Lake Color Based on Optical Properties of Lake Sediment.” Science of the Total Environment 699: 134388. doi:10.1016/j.scitotenv.2019.134388.
  • Xu, Yang, Lian Feng, Xuejiao Hou, Junjian Wang, and Jing Tang. 2021. “Four-decade Dynamics of the Water Color in 61 Large Lakes on the Yangtze Plain and the Impacts of Reclaimed Aquaculture Zones.” Science of the Total Environment 781: 146688. doi:10.1016/j.scitotenv.2021.146688.
  • Xu, Xuan, Xiaolong Huang, Yunlin Zhang, and Dan Yu. 2018. “Long-term Changes in Water Clarity in Lake Liangzi Determined by Remote Sensing.” Remote Sensing 10 (9): 1441. doi:10.3390/rs10091441.
  • Yin, Ziyao, Junsheng Li, Yao Liu, Ya Xie, Fangfang Zhang, Shenglei Wang, Xiao Sun, and Bing Zhang. 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. doi:10.1016/j.jag.2021.102457.
  • Zhang, Enlou, Yanmin Cao, Peter Langdon, Richard Jones, Xiangdong Yang, and Ji Shen. 2012. “Alternate Trajectories in Historic Trophic Change from two Lakes in the Same Catchment, Huayang Basin, Middle Reach of Yangtze River, China.” Journal of Paleolimnology 48 (2): 367–381. doi:10.1007/s10933-012-9608-3.
  • Zhang, Yunlin, Erik Jeppesen, Xiaohan Liu, Boqiang Qin, Kun Shi, Yongqiang Zhou, Sidinei Magela Thomaz, and Jianmin Deng. 2017. “Global Loss of Aquatic Vegetation in Lakes.” Earth-Science Reviews 173: 259–265. doi:10.1016/j.earscirev.2017.08.013.
  • Zhou, Qu, Jianru Wang, Liqiao Tian, Lian Feng, Jian Li, and Qianguo Xing. 2021. “Remotely Sensed Water Turbidity Dynamics and its Potential Driving Factors in Wuhan, an Urbanizing City of China.” Journal of Hydrology 593: 125893. doi:10.1016/j.jhydrol.2020.125893.