Retrieval of total suspended matter concentration from Gaofen-1 Wide Field Imager (WFI) multispectral imagery with the assistance of Terra MODIS in turbid water - case in Deep Bay
This study proposed a method for developing high spatial resolution Gaofen-1 satellite (GF-1) Wide Field Imager (WFI)-based total suspended matter concentration (C TSM ) retrieval model with the assistance of Moderate Resolution Imaging Spectroradiometer (MODIS) data, using the Deep Bay in China as...
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Published in | International journal of remote sensing Vol. 37; no. 14; pp. 3400 - 3413 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
Published |
Taylor & Francis
17.07.2016
|
Subjects | |
Online Access | Get full text |
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Summary: | This study proposed a method for developing high spatial resolution Gaofen-1 satellite (GF-1) Wide Field Imager (WFI)-based total suspended matter concentration (C
TSM
) retrieval model with the assistance of Moderate Resolution Imaging Spectroradiometer (MODIS) data, using the Deep Bay in China as a case. Based on long-term calibrated C
TSM
measurements of optical backscatter (OBS) 3A turbidity and temperature monitoring system of two stationary stations from January 2007 through November 2008, 33 match-ups were selected to build an exponential retrieval model for MODIS atmospherically corrected remote-sensing reflectance (R
rs
) ratio (R
rs,645
/R
rs,555
). Validation of the MODIS model showed well agreement with the seven in situ C
TSM
measurements with a root mean squared error (RMSE) of 5.06 mg l
−
1
and a coefficient of determination R
2
of 0.80. Aided with six MODIS retrieved C
TSM
products, different band combinations (single band (R
rc,660
), band subtraction (R
rc,660
-R
rc,560
), band ratio (R
rc,660
/R
rc,560
), and total suspended matter index at 660 nm band (TSMI
660
) were evaluated for simultaneous GF-1 WFI Rayleigh-corrected reflectance (R
rc
). The results showed that the exponential model based on the Rayleigh-corrected reflectance ratio (R
rc,660
/R
rc,560
) could achieve acceptable accuracy, with RMSE of 14.80 mg l
−
1
and R
2
of 0.62. The proposed method would be helpful for dynamic monitoring in the Deep Bay, and more important could also provide an alternative approach for studies when in situ measurements are unreachable. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ISSN: | 0143-1161 1366-5901 |
DOI: | 10.1080/01431161.2016.1199084 |