Aimed at high turbid coastal waters, an improved algorithm for retrieval ofaerosol optical properties from Geostationary Ocean Color Imager (GOCI) is proposed.The algorithm adopts support vector machine (SVM) to s...Aimed at high turbid coastal waters, an improved algorithm for retrieval ofaerosol optical properties from Geostationary Ocean Color Imager (GOCI) is proposed.The algorithm adopts support vector machine (SVM) to separate the interfering signalof phytoplankton pigments, suspended matter and chromophoric dissolved organicmatter (CDOM). Radioactive Transfer Model (RTM) Rstar5b is utilized to simulate thetransmitting process. The algorithm can retrieve aerosol optical depth (AOD) andaerosol types simultaneously. In the study, the aerosol optical depth was retrieved overthe turbid waters in the summer of 2014 and 2015. The results of inversion werecompared with the corresponding AERONET data and GOCI service product toestimate the accuracy of the advanced method. The study shows that this algorithmhas better performance compared with GOCI service algorithm for turbid water in theYellow Sea.展开更多
基金supported by Tianjin Natural Science Foundation Project(14JCYBJC22500)
文摘Aimed at high turbid coastal waters, an improved algorithm for retrieval ofaerosol optical properties from Geostationary Ocean Color Imager (GOCI) is proposed.The algorithm adopts support vector machine (SVM) to separate the interfering signalof phytoplankton pigments, suspended matter and chromophoric dissolved organicmatter (CDOM). Radioactive Transfer Model (RTM) Rstar5b is utilized to simulate thetransmitting process. The algorithm can retrieve aerosol optical depth (AOD) andaerosol types simultaneously. In the study, the aerosol optical depth was retrieved overthe turbid waters in the summer of 2014 and 2015. The results of inversion werecompared with the corresponding AERONET data and GOCI service product toestimate the accuracy of the advanced method. The study shows that this algorithmhas better performance compared with GOCI service algorithm for turbid water in theYellow Sea.