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Estimation of Chlorophyll a Concentration Using NIR/Red Bands of MERIS and Classification Procedure in Inland Turbid Water

Authors :
Changchun Huang
Xing Xu
Yunmei Li
Chuanqing Wu
Shaohua Zhao
Qiao Wang
Yan-fei Wang
Source :
IEEE Transactions on Geoscience and Remote Sensing. 50:988-997
Publication Year :
2012
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2012.

Abstract

The classification criteria are established to classify the water of Taihu Lake into four classes based on above-water remote sensing reflectance (Rrs), i.e., types A to D. Among the four water types, type A spectra represented the case of waters where algal blooms or aquatic plants appeared, while type B is referred to the water with high suspended matter concentration and low chlorophyll a concentration (Cchla). Both types A and B were not suitable for retrieving Cchla from image data. Hence, three-band, four-band, and two-band ratio algorithms were constructed to retrieve Cchla from water types C and D. The obtained results showed that the relation trends between Cchla and Rrs were different between type C and type D waters. By using Medium Resolution Imaging Spectrometer images, acquired on November 11, 2007 and November 20, 2008, the Cchla of Taihu Lake was mapped by band 9/band 7 models; it could be concluded that the Cchla mainly ranged from 0 to 20 mg · m-3, accounting for 83.70% of the whole lake area in 2007 image, while the area was 86.63% in 2008 image. The estimation accuracies varied from different Cchla ranges. The mean absolute percent errors obtained by band 9/band 7 models were 106.23%, 56.79%, 38.04%, 33.80%, and 58.74% for the ranges 0 mg · m-3

Details

ISSN :
15580644 and 01962892
Volume :
50
Database :
OpenAIRE
Journal :
IEEE Transactions on Geoscience and Remote Sensing
Accession number :
edsair.doi...........3cf03cd7901bfda80f3e46c36eef3ffc
Full Text :
https://doi.org/10.1109/tgrs.2011.2163199