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

被引:0
|
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.
引用
收藏
页数:12
相关论文
共 50 条
  • [1] Bio-optical variability in coastal waters of Southeast Brazil
    Kampel, Milton
    Gaeta, Salvador A.
    Lorenzzetti, Joao A.
    Pompeu, Mayza
    Rudorff, Frederico M.
    Frouin, Robert J.
    COASTAL OCEAN REMOTE SENSING, 2007, 6680
  • [2] Role of Visible Spectroscopy in Bio-Optical Characterization of Coastal Waters
    Gupta, Anurag
    Ali, Syed Moosa
    Krishna, Aswathy Vijaya
    Sahay, Arvind
    Raman, Mini
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2021, 18 (08) : 1327 - 1331
  • [3] Bio-optical properties of coastal waters in the Eastern English Channel
    Vantrepotte, Vincent
    Brunet, Christophe
    Meriaux, Xavier
    Lecuyer, Eric
    Vellucci, Vincenzo
    Santer, Richard
    ESTUARINE COASTAL AND SHELF SCIENCE, 2007, 72 (1-2) : 201 - 212
  • [4] Bio-Optical Properties and Ocean Colour Satellite Retrieval along the Coastal Waters of the Western Iberian Coast (WIC)
    Favareto, Luciane
    Rudorff, Natalia
    Brotas, Vanda
    Tracana, Andreia
    Sa, Carolina
    Palma, Carla
    Brito, Ana C.
    REMOTE SENSING, 2024, 16 (18)
  • [5] Bio-optical properties of South Brazil Bight coastal waters and implications for satellite chlorophyll-a concentration retrieval
    Cesar, G. M.
    Rudorff, N. M.
    Oliveira, A. L.
    Valerio, A. M.
    Chuqui, M. G.
    Pompeu, M.
    Gaeta, S. A.
    Frouin, R.
    Kampel, M.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2023, 44 (07) : 2428 - 2457
  • [6] ASSIMILATION OF BIO-OPTICAL PROPERTIES INTO COUPLED PHYSICAL, BIO-OPTICAL COASTAL MODEL
    Shulman, Igor
    Frolov, Sergey
    Anderson, Stephanie
    Penta, Brad
    Gould, Rick
    Sakalaukus, Peter
    Ladner, Sherwin
    OCEAN SENSING AND MONITORING V, 2013, 8724
  • [7] Phytoplanktonic community and bio-optical properties in coastal waters of an Argentinian Patagonian gulf
    Villalobos, Gracia
    Williams, G. N.
    Glembocki, N. G.
    Pisoni, J. P.
    Nocera, A. C.
    Ferrando, A.
    MARINE POLLUTION BULLETIN, 2023, 194
  • [8] Pre-monsoon bio-optical properties in estuarine, coastal and Lakshadweep waters
    Menon, HB
    Lotliker, A
    Nayak, SR
    ESTUARINE COASTAL AND SHELF SCIENCE, 2005, 63 (1-2) : 211 - 223
  • [9] Seasonal variability in bio-optical properties along the coastal waters off Cochin
    Vishnu, P. S.
    Shaju, S. S.
    Tiwari, S. P.
    Menon, Nandini
    Nashad, M.
    Joseph, C. Ajith
    Raman, Mini
    Hatha, Mohamed
    Prabhakaran, M. P.
    Mohandas, A.
    INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2018, 66 : 184 - 195
  • [10] Bio-Optical Characteristics of the Black Sea Coastal Waters near Sevastopol: Assessment of the MODIS and VIIRS Products Accuracy
    Skorokhod, E. Yu
    Churilova, T. Ya
    Efimova, T., V
    Moiseeva, N. A.
    Suslin, V. V.
    PHYSICAL OCEANOGRAPHY, 2021, 28 (02): : 215 - 227