Developing water quality retrieval models with in situ hyperspectral data in Poyang Lake, China

被引:6
|
作者
Chen, Fangyuan [1 ]
Xiao, Di [1 ]
Li, Zhuochao [2 ]
机构
[1] Wuhan Univ, Sch Resource & Environm Sci, Wuhan, Hubei, Peoples R China
[2] State Owned Assets Supervis & Adm Commiss Caidian, Wuhan, Hubei, Peoples R China
关键词
Chlorophyll a; suspended particulate matter; dissolved organic carbon; exponential model; three-band model; remote sensing reflectance;
D O I
10.1080/10095020.2016.1258201
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Applying remote sensing techniques to develop the retrieval models and further to obtain the spatiotemporal information of water quality parameters is necessary for understanding, managing, and protecting lake ecosystems. This study aimed to calibrate and validate the retrieval models for estimating the concentrations of chlorophyll a (C-CHL), suspended particulate matter (C-SPM), and dissolved organic carbon (C-DOC) with the in situ hyperspectral measurements in Poyang Lake, China in 2010 and 2011. The model calibration and validation results indicated that: (1) for C-CHL retrieval, significantly strong and moderate correlations existed between the measured and estimated values (with the correlation coefficient r = 0.92 and r = 0.76) using the exponential model and the three-band model, respectively, with biased estimation observed for the exponential model; (2) for retrieving C-SPM, there was a strong correlation between the measured and estimated values (r = 0.95) using the exponential model; and (3) no significant correlation between measured and estimated C-DOC values was found with our developed models. More work is needed to allow the water quality of Poyang Lake to be accurately and steadily estimated, especially for C-CHL and C-DOC.
引用
收藏
页码:255 / 266
页数:12
相关论文
共 50 条
  • [1] Retrieval of water quality parameters by hyperspectral remote sensing in lake TaiHu, China
    Yang, DT
    Pan, DL
    Zhang, XY
    Zhang, XF
    He, XQ
    Li, SQ
    [J]. Optical Technologies for Atmospheric, Ocean, and Environmental Studies, Pts 1 and 2, 2005, 5832 : 431 - 439
  • [2] Hydrodynamic and water quality modeling of a large floodplain lake (Poyang Lake) in China
    Bing Li
    Guishan Yang
    Rongrong Wan
    Hengpeng Li
    [J]. Environmental Science and Pollution Research, 2018, 25 : 35084 - 35098
  • [3] Hydrodynamic and water quality modeling of a large floodplain lake (Poyang Lake) in China
    Li, Bing
    Yang, Guishan
    Wan, Rongrong
    Li, Hengpeng
    [J]. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2018, 25 (35) : 35084 - 35098
  • [4] Water quality assessment based on the water quality index method in Lake Poyang: The largest freshwater lake in China
    Zhaoshi Wu
    Dawen Zhang
    Yongjiu Cai
    Xiaolong Wang
    Lu Zhang
    Yuwei Chen
    [J]. Scientific Reports, 7
  • [5] Water quality characteristics of Poyang Lake, China, in response to changes in the water level
    Liu, Xia
    Teubner, Katrin
    Chen, Yuwei
    [J]. HYDROLOGY RESEARCH, 2016, 47 : 238 - 248
  • [6] Water quality assessment based on the water quality index method in Lake Poyang: The largest freshwater lake in China
    Wu, Zhaoshi
    Zhang, Dawen
    Cai, Yongjiu
    Wang, Xiaolong
    Zhang, Lu
    Chen, Yuwei
    [J]. SCIENTIFIC REPORTS, 2017, 7
  • [7] Exploring the water quality driving mechanism in Poyang Lake, the largest freshwater lake in China
    Wang, Hua
    Kaisam, John Paul
    Fang, Shaowen
    Deng, Yanqing
    Li, Bao
    Shen, Yuhan
    [J]. WATER SUPPLY, 2020, 20 (02) : 700 - 711
  • [8] Water quality monitoring using hyperspectral remote sensing data in Taihu Lake China
    Wang, SX
    Yan, FL
    Zhou, Y
    Zhu, LY
    Wang, LT
    Jiao, YQ
    [J]. IGARSS 2005: IEEE International Geoscience and Remote Sensing Symposium, Vols 1-8, Proceedings, 2005, : 4553 - 4556
  • [9] RETRIEVAL OF WATER TRANSPARENCY BASED ON LANDSAT 7 ETM+ DATA IN POYANG LAKE
    Jiang, Hui
    [J]. FRESENIUS ENVIRONMENTAL BULLETIN, 2016, 25 (12A): : 6151 - 6158
  • [10] Surface Water Quality Monitoring Site Optimization for Poyang Lake, the Largest Freshwater Lake in China
    Wang, Hua
    Wu, Mengan
    Deng, Yanqing
    Tang, Chunyan
    Yang, Rui
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2014, 11 (11) : 11833 - 11845