Changes in turbidity along Ganga River using Sentinel-2 satellite data during lockdown associated with COVID-19

被引:111
作者
Garg, Vaibhav [1 ]
Aggarwal, Shiv Prasad [1 ]
Chauhan, Prakash [2 ]
机构
[1] Indian Inst Remote Sensing, Water Resources Dept, Dehra Dun, Uttarakhand, India
[2] Indian Inst Remote Sensing, Dehra Dun, Uttarakhand, India
关键词
Water quality; turbidity; remote sensing; reflectance; Ganga River; lockdown; NDTI; COVID-19; LAKE WATER-QUALITY; MAPPING TURBIDITY; MATTER; CHLOROPHYLL;
D O I
10.1080/19475705.2020.1782482
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
India had announced the longest ever lockdown from 24 March 2020 to 14 April 2020 amid COVID-19 pandemic. It was reported that the water quality of the Ganga River has improved as compared to regular during this country-wide lockdown. In the present study, an attempt has been made to study the change in water quality of the river in terms of turbidity purely through remote sensing data, in the absence of ground observations, especially during this time period. The change in spectral reflectance of water along the river in the visible region has been analyzed using the Sentinel-2 multispectral remote sensing data at Haridwar, Kanpur, Prayagraj, and Varanasi stretches of the river. In the present study, it was found that the red and NIR bands are most sensitive, and can be used to estimate the turbidity. Further, the temporal variation in turbidity was also analyzed through normalized difference turbidity index at each location. It was observed that the turbidity in the river has reduced drastically at each stretch of the river. The study elicited that the remote sensing approach can be used to make qualitative estimates on turbidity, even in the absence of field observations.
引用
收藏
页码:1175 / 1195
页数:21
相关论文
共 49 条
[1]   Metalloproteomic approach of mercury -binding proteins in liver and kidney tissues of Plagioscion squamosissimus (corvina) and Colossoma macropomum (tambaqui) from Amazon region: Possible identification of mercury contamination biomarkers [J].
Bittarello, Alis Correia ;
Souza Vieira, Jose Cavalcante ;
Braga, Camila Pereira ;
Bataglioli, Izabela da Cunha ;
de Oliveira, Grasieli ;
Rocha, Leone Campos ;
Zara, Luiz Fabricio ;
Rabelo Buzalaf, Marilia Afonso ;
Silva de Oliveira, Lincoln Carlos ;
Adamec, Jiri ;
Padilha, Pedro de Magalhaes .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 711
[2]   Landsat-based remote sensing of lake water quality characteristics, including chlorophyll and colored dissolved organic matter (CDOM) [J].
Brezonik, P ;
Menken, KD ;
Bauer, M .
LAKE AND RESERVOIR MANAGEMENT, 2005, 21 (04) :373-382
[3]   Preliminary Assessment of Turbidity and Chlorophyll Impact on Bathymetry Derived from Sentinel-2A and Sentinel-3A Satellites in South Florida [J].
Caballero, Isabel ;
Stumpf, Richard P. ;
Meredith, Andrew .
REMOTE SENSING, 2019, 11 (06)
[4]   Water quality assessment of River Ganga and Chilika lagoon using AVIRIS-NG hyperspectral data [J].
Chander, S. ;
Gujrati, Ashwin ;
Hakeem, K. Abdul ;
Garg, Vaibhav ;
Issac, Annie Maria ;
Dhote, Pankaj R. ;
Kumar, Vinay ;
Sahay, Arvind .
CURRENT SCIENCE, 2019, 116 (07) :1172-1181
[5]   Decline in PM2.5 concentrations over major cities around the world associated with COVID-19 [J].
Chauhan, Akshansha ;
Singh, Ramesh P. .
ENVIRONMENTAL RESEARCH, 2020, 187
[6]   Lockdown for CoViD-2019 in Milan: What are the effects on air quality? [J].
Collivignarelli, Maria Cristina ;
Abba, Alessandro ;
Bertanza, Giorgio ;
Pedrazzani, Roberta ;
Ricciardi, Paola ;
Miino, Marco Carnevale .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 732
[7]  
CPCB (Central Pollution Control Board), 2020, IMP LOCKD WAT QUAL R
[8]   The impact of COVID-19 partial lockdown on the air quality of the city of Rio de Janeiro, Brazil [J].
Dantas, Guilherme ;
Siciliano, Bruno ;
Franca, Bruno Boscaro ;
da Silva, Cleyton M. ;
Arbilla, Graciela .
SCIENCE OF THE TOTAL ENVIRONMENT, 2020, 729
[9]   Spectral signature of highly turbid waters - Application with SPOT data to quantify suspended particulate matter concentrations [J].
Doxaran, D ;
Froidefond, JM ;
Lavender, S ;
Castaing, P .
REMOTE SENSING OF ENVIRONMENT, 2002, 81 (01) :149-161
[10]   Spectral similarity approach for mapping turbidity of an inland waterbody [J].
Garg, Vaibhav ;
Kumar, A. Senthil ;
Aggarwal, S. P. ;
Kumar, Vinay ;
Dhote, Pankaj R. ;
Thakur, Praveen K. ;
Nikam, Bhaskar R. ;
Sambare, Rohit S. ;
Siddiqui, Asfa ;
Muduli, Pradipta R. ;
Rastogi, Gurdeep .
JOURNAL OF HYDROLOGY, 2017, 550 :527-537