[Remote sensing inversion mode of suspended particles concentration in Hangzhou Bay based on in situ measurement spectrum].
Suspended particles are one of major parameters of coastal water color remote sensing in China. The reflectances spectral of water were measured using an ASD field spectroscope, synchronously the suspended particles concentrations of surface water were acquired in Hangzhou Bay. Two remote sensing inversion models for suspended particles concentrations (SPC) were developed based on t hesimulated reflectance of MODIS & MERIS channels using artificial neural network (ANN) algorithm. Measurement results show that the total SPC of Hangzhou bay is comparatively high where the suspended sediments concentrations (SSC) are far more than chlorophyll concentrations, averagely 705 mg/L and 1.164 mg/m3, reseparately. The SPC in two measurement stations appears spatio-temporal variation, especially the short period change due to tidal cycle. There are two reflectance peaks in the measured spectral curves, one is between 650 nm to 750 nm, and the other is near 800 nm. The first order derivative curves of reflectance spectral indicate that the first reflectance peaks shift to long wavelength according to the increased SSC. The ANN models make full use of the spectral information in different channels which can simulate the pigment and non-pigment particles concentrations at same time. The fitting effects are preferable with R2 more than 0.95 for each model. The ANN mode can be used for satellite remote sensing inversion, especially MERIS data, because of its comparatively high spatial resolution.
Wang
Fan
F
College of Environmental and Resource Sciences, Zhejiang University, Hangzhou 310029, China. wangfan@zju.edu.cn
Zhou
Bin
B
Xu
Jian-Ming
JM
Ling
Zai-Ying
ZY
D000465:Algorithms; D002681:China; D004784:Environmental Monitoring; D016571:Neural Networks, Computer; D009792:Oceans and Seas; D010316:Particle Size; D017215:Satellite Communications; D012623:Seawater / Q000032:analysis; D013057:Spectrum Analysis; D014873:Water Pollutants / Q000032:analysis*
D014873:Water Pollutants