Integrated monitoring of lakes’ turbidity in Wuhan, China during the COVID-19 epidemic using multi-sensor satellite observations

References

• Abirhire, Oghenemise, John-Mark Davies, Xulin Guo, and Jeff Hudson. 2020. “Understanding the Factors Associated with Long-Term Reconstructed Turbidity in Lake Diefenbaker from Landsat-Imagery.” Science of The Total Environment 724: 138222. doi:10.1016/j.scitotenv.2020.138222.
   PubMed Web of Science ®Google Scholar
• Bachmann, Roger W., Mark V. Hoyer, and Daniel E. Canfield. 2000. “The Potential for Wave Disturbance in Shallow Florida Lakes.” Lake and Reservoir Management 16 (4): 281–291. doi:10.1080/07438140009354236.
   Google Scholar
• Ban, Xuan, Cheng Yu, Baozhu Pan, Xianyou Ren, Yun Du, and Liang Zhang. 2014. “Application of the CWQII Method and a 2D Water Quality Model to Assess Diversion Schemes for East Lake (Donghu), Wuhan, China.” Lake and Reservoir Management 30 (4): 358–370. doi:10.1080/10402381.2014.942044.
   Web of Science ®Google Scholar
• Bonansea, Matias, María Claudia Rodriguez, Lucio Pinotti, and Susana Ferrero. 2015. “Using Multi-Temporal Landsat Imagery and Linear Mixed Models for Assessing Water Quality Parameters in Río Tercero Reservoir (Argentina).” Remote Sensing of Environment 158: 28–41. doi:10.1016/j.rse.2014.10.032.
   Web of Science ®Google Scholar
• Braga, Federica, Luca Zaggia, Debora Bellafiore, Mariano Bresciani, Claudia Giardino, Giuliano Lorenzetti, Francesco Maicu, et al. 2017. “Mapping Turbidity Patterns in the Po River Prodelta Using Multi-Temporal Landsat 8 Imagery.” Estuarine, Coastal and Shelf Science 198: 555–567. doi:10.1016/j.ecss.2016.11.003.
   Web of Science ®Google Scholar
• Cao, Zhigang, Hongtao Duan, Lian Feng, Ronghua Ma, and Kun Xue. 2017. “Climate- and Human-Induced Changes in Suspended Particulate Matter Over Lake Hongze on Short and Long Timescales.” Remote Sensing of Environment 192: 98–113. doi:10.1016/j.rse.2017.02.007.
   Web of Science ®Google Scholar
• Chen, X., and Lian Feng. 2018. “Remote Sensing of Lakes' Water Environment.” Comprehensive Remote Sensing 8: 249–277. doi:10.1016/B978-0-12-409548-9.10408-7.
   Google Scholar
• Chen, Zhiqiang, Chuanmin Hu, and Frank Muller-Karger. 2007. “Monitoring Turbidity in Tampa Bay Using MODIS/Aqua 250-m Imagery.” Remote Sensing of Environment 109 (2): 207–220. doi:10.1016/j.rse.2006.12.019.
   Web of Science ®Google Scholar
• Chen, Nanshan, Min Zhou, Xuan Dong, Jieming Qu, Fengyun Gong, Yang Han, Yang Qiu, et al. 2020. “Epidemiological and Clinical Characteristics of 99 Cases of 2019 Novel Coronavirus Pneumonia in Wuhan, China: A Descriptive Study.” The Lancet 395 (10223): 507–513. doi:10.1016/s0140-6736(20)30211-7.
   PubMed Web of Science ®Google Scholar
• Chen, Jiang, Weining Zhu, Yong Q. Tian, and Qian Yu. 2020. “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.
   PubMed Web of Science ®Google Scholar
• Cheng, Tong, Mu Bing, Liu Rong-Jie, Ding Jing, Zhang Min-Wei, Xiao Yan-Fang, Liang Xi-Jian, and Chen Xiao-Ying. 2019. “Atmospheric Correction Algorithm for HY-1C CZI Over Turbid Waters.” Journal of Coastal Research 90 (sp1): 156–163. doi:10.2112/SI90-019.1.
   Google Scholar
• Cho, Hyun Jung. 2007. “Effects of Prevailing Winds on Turbidity of a Shallow Estuary.” International Journal of Environmental Research and Public Health 4: 185–192. doi:10.3390/ijerph2007040014.
   PubMedGoogle Scholar
• Constantin, Sorin, David Doxaran, and Ștefan Constantinescu. 2016. “Estimation of Water Turbidity and Analysis of its Spatio-Temporal Variability in the Danube River Plume (Black Sea) Using MODIS Satellite Data.” Continental Shelf Research 112: 14–30. doi:10.1016/j.csr.2015.11.009.
   Web of Science ®Google Scholar
• Davies-Colley, R. J., and D. G. Smith. 2001. “Turbidity, Suspended Sediment, and Water Clarity: A Review.” JAWRA Journal of the American Water Resources Association 37 (5): 1085–1101. doi:10.1111/j.1752-1688.2001.tb03624.x.
   Web of Science ®Google Scholar
• Dogliotti, A. I., K. G. Ruddick, B. Nechad, D. Doxaran, and E. Knaeps. 2015. “A Single Algorithm to Retrieve Turbidity from Remotely-Sensed Data in all Coastal and Estuarine Waters.” Remote Sensing of Environment 156: 157–168. doi:10.1016/j.rse.2014.09.020.
   Web of Science ®Google Scholar
• Doxaran, David, Jean-Marie Froidefond, and P. Castaing. 2002. “A Reflectance Band Ratio Used to Estimate Suspended Matter Concentrations in Sediment-Dominated Coastal Waters.” International Journal of Remote Sensing 23: 5079–5085. doi:10.1080/0143116021000009912.
   Web of Science ®Google Scholar
• Feng, Lian, Xuejiao Hou, Junsheng Li, and Yi Zheng. 2018. “Exploring the Potential of Rayleigh-Corrected Reflectance in Coastal and Inland Water Applications: A Simple Aerosol Correction Method and Its Merits.” ISPRS Journal of Photogrammetry and Remote Sensing 146: 52–64. doi:10.1016/j.isprsjprs.2018.08.020.
   Web of Science ®Google Scholar
• Feng, Lian, Chuanmin Hu, Xiaoling Chen, Xiaobin Cai, Liqiao Tian, and Wenxia Gan. 2012. “Assessment of Inundation Changes of Poyang Lake Using MODIS Observations Between 2000 and 2010.” Remote Sensing of Environment 121: 80–92. doi:10.1016/j.rse.2012.01.014.
   Web of Science ®Google Scholar
• Garg, Vaibhav, Shiv Prasad Aggarwal, and Prakash Chauhan. 2020. “Changes in Turbidity Along Ganga River Using Sentinel-2 Satellite Data During Lockdown Associated with COVID-19.” Geomatics, Natural Hazards and Risk 11 (1): 1175–1195. doi:10.1080/19475705.2020.1782482.
   Web of Science ®Google Scholar
• Gelda, Rakesh K., Steven W. Effler, Anthony R. Prestigiacomo, Feng Peng, Adam J. P. Effler, Bruce A. Wagner, MaryGail Perkins, David M. O’Donnell, Susan M. O’Donnell, and Donald C. Pierson. 2013. “Characterizations and Modeling of Turbidity in a Water Supply Reservoir Following an Extreme Runoff Event.” Inland Waters 3 (3): 377–390. doi:10.5268/IW-3.3.581.
   Web of Science ®Google Scholar
• Goetz, S. J., N. Gardiner, and J. H. Viers. 2008. “Monitoring Freshwater, Estuarine and Near-Shore Benthic Ecosystems with Multi-Sensor Remote Sensing: An Introduction to the Special Issue.” Remote Sensing of Environment 112 (11): 3993–3995. doi:10.1016/j.rse.2008.05.016.
   Web of Science ®Google Scholar
• 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. doi:10.1016/j.rse.2020.111890.
   PubMed Web of Science ®Google Scholar
• Güttler, Fabio N., Simona Niculescu, and Francis Gohin. 2013. “Turbidity Retrieval and Monitoring of Danube Delta Waters Using Multi-Sensor Optical Remote Sensing Data: An Integrated View from the Delta Plain Lakes to the Western–Northwestern Black Sea Coastal Zone.” Remote Sensing of Environment 132: 86–101. doi:10.1016/j.rse.2013.01.009.
   Web of Science ®Google Scholar
• Hlaing, S., A. Gilerson, R. Foster, M. Wang, R. Arnone, and S. Ahmed. 2014. “Radiometric Calibration of Ocean Color Satellite Sensors Using AERONET-OC Data.” Optics Express 22 (19): 23385–23401. doi:10.1364/OE.22.023385.
   PubMed Web of Science ®Google Scholar
• Hu, Chuanmin, Kendall L. Carder, and Frank E. Muller-Karger. 2000. “Atmospheric Correction of SeaWiFS Imagery Over Turbid Coastal Waters: A Practical Method.” Remote Sensing of Environment 74 (2): 195–206. doi:10.1016/S0034-4257(00)00080-8.
   Web of Science ®Google Scholar
• Hu, Chuanmin, Zhiqiang Chen, Tonya D. Clayton, Peter Swarzenski, John C. Brock, and Frank E. Muller-Karger. 2004. “Assessment of Estuarine Water-Quality Indicators Using MODIS Medium-Resolution Bands: Initial Results from Tampa Bay, FL.” Remote Sensing of Environment 93 (3): 423–441. doi:10.1016/j.rse.2004.08.007.
   Web of Science ®Google Scholar
• IOCCG, 2000. 2000. “Remote Sensing of Ocean Colour in Coastal, and Other Optically-Complex, Waters”.
   Google Scholar
• Joshi, Ishan D., Eurico J. D’Sa, Christopher L. Osburn, and Thomas S. Bianchi. 2017. “Turbidity in Apalachicola Bay, Florida from Landsat 5 TM and Field Data: Seasonal Patterns and Response to Extreme Events.” Remote Sensing 9: 4. doi:10.3390/rs9040367.
   Web of Science ®Google Scholar
• Kirk, John T. O. 1985. “Effects of Suspensoids (Turbidity) on Penetration of Solar Radiation in Aquatic Ecosystems." Hydrobiologia 125 (1): 195–208. doi:10.1007/BF00045935.
   Google Scholar
• Kirk, R. M., Paul Komar, Jonathan Allan, and Wayne Stephenson. 2000. “Shoreline Erosion on Lake Hawea, New Zealand, Caused by High Lake Levels and Storm-Wave Run-up.” Journal of Coastal Research 16: 346–356.
   Web of Science ®Google Scholar
• Kuhn, Catherine, Aline de Matos Valerio, Nick Ward, Luke Loken, Henrique Oliveira Sawakuchi, Milton Kampel, Jeffrey Richey, et al. 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.
   Web of Science ®Google Scholar
• Li, Xiaojuan, Mutao Huang, and Ronghui Wang. 2020. “Numerical Simulation of Donghu Lake Hydrodynamics and Water Quality Based on Remote Sensing and MIKE 21.” ISPRS International Journal of Geo-Information 9 (2). doi:10.3390/ijgi9020094.
   PubMed Web of Science ®Google Scholar
• Li, Jian, and David P. Roy. 2017. “A Global Analysis of Sentinel-2A, Sentinel-2B and Landsat-8 Data Revisit Intervals and Implications for Terrestrial Monitoring.” Remote Sensing 9 (9). doi:10.3390/rs9090902.
   Web of Science ®Google Scholar
• Luettich Jr, Richard A., Donald R. F. Harleman, and LÁszlÓ SomlyÓdy. 1990. “Dynamic Behavior of Suspended Sediment Concentrations in a Shallow Lake Perturbed by Episodic Wind Events.” Limnology and Oceanography 35 (5): 1050–1067. doi:10.4319/lo.1990.35.5.1050.
   Web of Science ®Google Scholar
• Matsuzaki, Katsumi, Osamu Murase, Ken’ichi Sugishita, Shuji Yoneyama, Ken’ya Akada, Mayu Ueha, Akemi Nakamura, and Satoe Kobayashi. 2000. “Optical Characterization of Liposomes by Right Angle Light Scattering and Turbidity Measurement.” Biochimica et Biophysica Acta (BBA) – Biomembranes 1467 (1): 219–226. doi:10.1016/S0005-2736(00)00223-6.
   PubMed Web of Science ®Google Scholar
• Miyazaki, Y. 2005. “Contribution of Particulate Nitrate to Airborne Measurements of Total Reactive Nitrogen.” Journal of Geophysical Research 110 (D15). doi:10.1029/2004jd005502.
   Web of Science ®Google Scholar
• Mouw, Colleen B., Steven Greb, Dirk Aurin, Paul M. DiGiacomo, Zhongping Lee, Michael Twardowski, Caren Binding, et al. 2015. “Aquatic Color Radiometry Remote Sensing of Coastal and Inland Waters: Challenges and Recommendations for Future Satellite Missions.” Remote Sensing of Environment 160: 15–30. doi:10.1016/j.rse.2015.02.001.
   Web of Science ®Google Scholar
• Nechad, Bouchra, K. Ruddick, and Griet Neukermans. 2009. “Calibration and Validation of a Generic Multisensor Algorithm for Mapping of Turbidity in Coastal Waters.” Proceedings of SPIE – The International Society for Optical Engineering 7473. doi:10.1117/12.830700.
   Google Scholar
• Palmer, Stephanie C. J., Tiit Kutser, and Peter D. Hunter. 2015. “Remote Sensing of Inland Waters: Challenges, Progress and Future Directions.” Remote Sensing of Environment 157: 1–8. doi:10.1016/j.rse.2014.09.021.
   Web of Science ®Google Scholar
• Park, Jae, Myoung-Jin Um, Young-Il Song, Hyun-Dong Hwang, Mun Kim, and Daeryong Park. 2017. “Modeling of Turbidity Variation in Two Reservoirs Connected by a Water Transfer Tunnel in South Korea.” Sustainability 9: 993. doi:10.3390/su9060993.
   Web of Science ®Google Scholar
• Peng, San, Yi Li, Zhen Yang, and Zhao Zhong. 2012. “Investigation and Evaluation of Water Quality of the East Lake, Wuhan.” Advanced Materials Research 573-574: 631–637. doi:10.4028/www.scientific.net/AMR.573-574.631.
   Google Scholar
• Penning, W. E., M. Genseberger, R. E. Uittenbogaard, and J. C. Cornelisse. 2012. “Quantifying Measures to Limit Wind-Driven Resuspension of Sediments for Improvement of the Ecological Quality in Some Shallow Dutch Lakes.” Hydrobiologia 710 (1): 279–295. doi:10.1007/s10750-012-1026-z.
   Web of Science ®Google Scholar
• Petus, Caroline, Guillem Chust, Francis Gohin, David Doxaran, Jean-Marie Froidefond, and Yolanda Sagarminaga. 2010. “Estimating Turbidity and Total Suspended Matter in the Adour River Plume (South Bay of Biscay) Using MODIS 250-m Imagery.” Continental Shelf Research 30 (5): 379–392. doi:10.1016/j.csr.2009.12.007.
   Web of Science ®Google Scholar
• Point, D., Gilles Bareille, David Amouroux, Henri Etcheber, and Olivier Donard. 2007. “Reactivity, Interactions and Transport of Trace Elements, Organic Carbon and Particulate Material in a Mountain Range River System (Adour River, France).” Journal of Environmental Monitoring: JEM 9: 157–167. doi:10.1039/b616312b.
   PubMedGoogle Scholar
• Pujing, Huang, Liu Yan-fang, Fang Lei, and Zhao Jin-hui. 2013. “Study on Non-point Source Pollution of East Lake in Wuhan, China.” Journal of Chemical and Pharmaceutical Research 5: 675–680.
   Google Scholar
• Ritchie, Jerry C., Paul V. Zimba, and James H. Everitt. 2003. “Remote Sensing Techniques to Assess Water Quality.” Photogrammetric Engineering & Remote Sensing 69 (6): 695–704. doi:10.14358/pers.69.6.695.
   Web of Science ®Google Scholar
• Shen, Huanfeng, Liwen Huang, Liangpei Zhang, Penghai Wu, and Chao Zeng. 2016. “Long-Term and Fine-Scale Satellite Monitoring of the Urban Heat Island Effect by the Fusion of Multi-Temporal and Multi-Sensor Remote Sensed Data: A 26-Year Case Study of the City of Wuhan in China.” Remote Sensing of Environment 172: 109–125. doi:10.1016/j.rse.2015.11.005.
   Web of Science ®Google Scholar
• Stoichev, T., D. Amouroux, J. C. Wasserman, D. Point, A. De Diego, G. Bareille, and O. F. X. Donard. 2004. “Dynamics of Mercury Species in Surface Sediments of a Macrotidal Estuarine–Coastal System (Adour River, Bay of Biscay).” Estuarine, Coastal and Shelf Science 59 (3): 511–521. doi:10.1016/j.ecss.2003.10.007.
   Web of Science ®Google Scholar
• Swain, Ratnakar, and Bhabagrahi Sahoo. 2017. “Improving River Water Quality Monitoring Using Satellite Data Products and a Genetic Algorithm Processing Approach.” Sustainability of Water Quality and Ecology 9-10: 88–114. doi:10.1016/j.swaqe.2017.09.001.
   Google Scholar
• Vanhellemont, Quinten, and Kevin Ruddick. 2014. “Turbid Wakes Associated with Offshore Wind Turbines Observed with Landsat 8.” Remote Sensing of Environment 145: 105–115. doi:10.1016/j.rse.2014.01.009.
   Web of Science ®Google Scholar
• Vanhellemont, Quinten, and Kevin Ruddick. 2015. “Advantages of High Quality SWIR Bands for Ocean Colour Processing: Examples from Landsat-8.” Remote Sensing of Environment 161: 89–106. doi:10.1016/j.rse.2015.02.007.
   Web of Science ®Google Scholar
• Vignolo, Alicia, Alberto Pochettino, and Daniel Cicerone. 2006. “Water Quality Assessment Using Remote Sensing Techniques: Medrano Creek, Argentina.” Journal of Environmental Management 81 (4): 429–433. doi:10.1016/j.jenvman.2005.11.019.
   PubMed Web of Science ®Google Scholar
• Wang, Teng, Jingjing Yan, Jinlong Ma, Fei Li, Chaoyang Liu, Ying Cai, Si Chen, Jingjing Zeng, and Yu Qi. 2018. “A Fuzzy Comprehensive Assessment and Hierarchical Management System for Urban Lake Health: A Case Study on the Lakes in Wuhan City, Hubei Province, China.” International Journal of Environmental Research and Public Health 15: 2617. doi:10.3390/ijerph15122617.
   Web of Science ®Google Scholar
• Wang, Rui, Yingxue Zhang, Wentong Xia, Xiao Qu, Wei Xin, Chuanbo Guo, Jim Bowker, and Yushun Chen. 2018. “Effects of Aquaculture on Lakes in the Central Yangtze River Basin, China, I. Water Quality.” North American Journal of Aquaculture 80 (3): 322–333. doi:10.1002/naaq.10038.
   Web of Science ®Google Scholar
• Wu, Jing, and Hao Xie. 2011. “Research on Characteristics of Changes of Lakes in Wuhan’s Main Urban Area.” Procedia Engineering 21: 395–404. doi:10.1016/j.proeng.2011.11.2031.
   Google Scholar
• Xing, Zikun, Lloyd H. C. Chua, Haiyan Miao, Jörg Imberger, and Peipei Yang. 2018. “Wind Shielding Impacts on Water Quality in an Urban Reservoir.” Water Resources Management 32 (11): 3549–3561. doi:10.1007/s11269-018-1980-y.
   Web of Science ®Google Scholar
• 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. doi:10.3390/rs10091441.
   Web of Science ®Google Scholar
• Zhang, Xinyang, and Xiaoyuan Cai. 2019. Quantitative Evaluation of Plant Priority Protection in Liangzi Lake Wetland Nature Reserve. Les Ulis: EDP Sciences.
   Google Scholar
• Zhou, Qu, Jian Li, Liqiao Tian, Qingjun Song, and Anna Wei. 2020. “A Coupled Approach for Radiometric Calibration and Parameter Retrieval to Improve Water Quality Estimations in Turbid Inland/Coastal Waters.” Optics Express 28. doi:10.1364/OE.384035.
   Web of Science ®Google Scholar
• Zibordi, Giuseppe, Frédéric Mélin, Jean-François Berthon, Brent Holben, Ilya Slutsker, David Giles, Davide D’Alimonte, et al. 2009. “AERONET-OC: A Network for the Validation of Ocean Color Primary Products.” Journal of Atmospheric and Oceanic Technology 26 (8): 1634–1651. doi:10.1175/2009jtecho654.1.
   Web of Science ®Google Scholar