Consistency evaluation of landsat-7 and landsat-8 for improved monitoring of colored dissolved organic matter in complex water

被引:22
作者
Chen, Jiang [1 ]
Zhu, Weining [2 ]
机构
[1] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan, Hubei, Peoples R China
[2] Zhejiang Univ, Ocean Coll, Key Lab Ocean Observat Imaging Testbed Zhejiang P, Hangzhou, Zhejiang, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
Colored dissolved organic matter (CDOM); Landsat-7; Landsat-8; consistency evaluation; complex water; SURFACE REFLECTANCE; CDOM ABSORPTION; INLAND WATERS; CHLOROPHYLL-A; RESERVOIR; LAKE; RETRIEVAL; IMAGERY; MODELS; COEFFICIENT;
D O I
10.1080/10106049.2020.1734872
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
A series of Landsat satellites has been widely used to monitor water quality in coastal and inland complex water, but a solo Landsat satellite may not provide enough information because of its long revisit time (16-day) and frequent cloud cover, and hence sometimes it is necessary to fuse or combine the images from two or more satellites, for example, Landsat-7 and Landsat-8. However, the consistency of the two satellites has not been fully evaluated when they are used to estimate the colored dissolved organic matter (CDOM), an important water quality indicator. In this study, we used 210 Landsat-7 images and 185 neighboring Landsat-8 images from April 8, 2013 to December 26, 2018 in Sacramento River and Northern San Francisco Bay, USA, and extracted 225,265 paired samples to make the evaluation. A new Landsat-7 CDOM remote sensing model was established using these samples. The results show that the two satellites have good consistency for estimating low-level CDOM (R-2 = 0.79, RMSE = 0.05 m(-1), and MRE = 11.8%). This study shows that by combining Landsat-7 and Landsat-8 data, the available cloud-free observation frequency can be doubled compared with the frequency of using solo Landsat-8, and hence provide more detailed information for monitoring quality of complex water.
引用
收藏
页码:91 / 102
页数:12
相关论文
共 40 条
[31]   Preliminary analysis of the performance of the Landsat 8/OLI land surface reflectance product [J].
Vermote, Eric ;
Justice, Chris ;
Claverie, Martin ;
Franch, Belen .
REMOTE SENSING OF ENVIRONMENT, 2016, 185 :46-56
[32]   A global inventory of lakes based on high-resolution satellite imagery [J].
Verpoorter, Charles ;
Kutser, Tiit ;
Seekell, David A. ;
Tranvik, Lars J. .
GEOPHYSICAL RESEARCH LETTERS, 2014, 41 (18) :6396-6402
[33]   An approach for developing Landsat-5 TM-based retrieval models of suspended particulate matter concentration with the assistance of MODIS [J].
Wu, Guofeng ;
Cui, Lijuan ;
Duan, Hongtao ;
Fei, Teng ;
Liu, Yaolin .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2013, 85 :84-92
[34]   Comparison of MODIS-based models for retrieving suspended particulate matter concentrations in Poyang Lake, China [J].
Wu, Guofeng ;
Cui, Lijuan ;
He, Junjun ;
Duan, Hongtao ;
Fei, Teng ;
Liu, Yaolin .
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2013, 24 :63-72
[35]   Optical models for remote sensing of chromophoric dissolved organic matter (CDOM) absorption in Poyang Lake [J].
Xu, Jian ;
Fang, Chaoyang ;
Gao, Dan ;
Zhang, Hongsheng ;
Gao, Chen ;
Xu, Zhichao ;
Wang, Yeqiao .
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2018, 142 :124-136
[36]   Remote sensing of diffuse attenuation coefficient patterns from Landsat 8 OLI imagery of turbid inland waters: A case study of Dongting Lake [J].
Zheng, Zhubin ;
Ren, Jingli ;
Li, Yunmei ;
Huang, Chuangchun ;
Liu, Ge ;
Du, Chenggong ;
Lyu, Heng .
SCIENCE OF THE TOTAL ENVIRONMENT, 2016, 573 :39-54
[37]   Landsat-Based Long-Term Monitoring of Total Suspended Matter Concentration Pattern Change in the Wet Season for Dongting Lake, China [J].
Zheng, Zhubin ;
Li, Yunmei ;
Guo, Yulong ;
Xu, Yifan ;
Liu, Ge ;
Du, Chenggong .
REMOTE SENSING, 2015, 7 (10) :13975-13999
[38]   Inflow rate-driven changes in the composition and dynamics of chromophoric dissolved organic matter in a large drinking water lake [J].
Zhou, Yongqiang ;
Zhang, Yunlin ;
Jeppesen, Erik ;
Murphy, Kathleen R. ;
Shi, Kun ;
Liu, Mingliang ;
Liu, Xiaohan ;
Zhu, Guangwei .
WATER RESEARCH, 2016, 100 :211-221
[39]   An assessment of remote sensing algorithms for colored dissolved organic matter in complex freshwater environments [J].
Zhu, Weining ;
Yu, Qian ;
Tian, Yong Q. ;
Becker, Brian L. ;
Zheng, Tao ;
Carrick, Hunter J. .
REMOTE SENSING OF ENVIRONMENT, 2014, 140 :766-778
[40]   Inversion of Chromophoric Dissolved Organic Matter From EO-1 Hyperion Imagery for Turbid Estuarine and Coastal Waters [J].
Zhu, Weining ;
Yu, Qian .
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2013, 51 (06) :3286-3298