Assessment of bio-optical parameters retrieval in the coastal waters using local to global optimization

被引:0
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作者
Gupta, Anurag [1 ]
机构
[1] Space Applicat Ctr ISRO, Biol Oceanog Div, Satellite Rd, Ahmadabad 380015, Gujarat, India
关键词
Monte-Carlo optimization (MCO); Levenberg-Marquardt (LM); chlorophyll-a; coloured dissolved organic matter absorption (ag); detritus absorption (ad); DISSOLVED ORGANIC-MATTER; INHERENT OPTICAL-PROPERTIES; MISSISSIPPI RIVER; IN-SITU; CHLOROPHYLL ALGORITHMS; ABSORPTION-SPECTRA; CDOM ABSORPTION; COLOR; PHYTOPLANKTON; MODEL;
D O I
10.1007/s12040-024-02433-w
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Coastal waters are optically complex waters and are dominated by chlorophyll-a (chl-a), inorganic suspended sediments, coloured dissolved organic matter, detritus, etc., which make retrieval of chlorophyll-a difficult in coastal waters. The analyses were carried out using NASA bio-optical marine algorithm (NOMAD) datasets specifically for coastal waters with bathymetry within 50 m. This study emphasizes the local-to-global optimization technique for simultaneous retrieval of chl-a and coloured dissolved organic matter (CDOM). The global optimization, i.e., Monte-Carlo optimization (MCO), is comparable to the local optimization technique, i.e., Levenberg Marquardt (LM), for retrieving chl-a in optically complex coastal waters where the conventional band ratio technique fails. Both the techniques LM and MCO give R2 = 0.7, slope = 0.9 and RMSEat log scale = 0.3 for retrieving chlorophyll-a. The statistical analyses for the combined response of coloured dissolved organic matter and non-algal particle (detritus) absorption coefficient, i.e., ag + ad (1/m) using LM, MCO and comparative studies with empirical approach were also discussed in this manuscript. The results suggest that the technique, whether local or global, converges to a global minimum to get the optimum solution with better accuracy.
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页数:12
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