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一种利用卫星遥感影像绘制沿海水质图的多变量模型。

A Multivariate Model for Coastal Water Quality Mapping Using Satellite Remote Sensing Images.

作者信息

Su Yuan-Fong, Liou Jun-Jih, Hou Ju-Chen, Hung Wei-Chun, Hsu Shu-Mei, Lien Yi-Ting, Su Ming-Daw, Cheng Ke-Sheng, Wang Yeng-Fung

机构信息

Department of Bioenvironmental Systems Engineering, National Taiwan University, Taipei, Taiwan.

Hydrotech Research Laboratory, National Taiwan University, Taipei, Taiwan.

出版信息

Sensors (Basel). 2008 Oct 10;8(10):6321-6339. doi: 10.3390/s8106321.

Abstract

his study demonstrates the feasibility of coastal water quality mapping using satellite remote sensing images. Water quality sampling campaigns were conducted over a coastal area in northern Taiwan for measurements of three water quality variables including Secchi disk depth, turbidity, and total suspended solids. SPOT satellite images nearly concurrent with the water quality sampling campaigns were also acquired. A spectral reflectance estimation scheme proposed in this study was applied to SPOT multispectral images for estimation of the sea surface reflectance. Two models, univariate and multivariate, for water quality estimation using the sea surface reflectance derived from SPOT images were established. The multivariate model takes into consideration the wavelength-dependent combined effect of individual seawater constituents on the sea surface reflectance and is superior over the univariate model. Finally, quantitative coastal water quality mapping was accomplished by substituting the pixel-specific spectral reflectance into the multivariate water quality estimation model.

摘要

本研究证明了利用卫星遥感影像绘制沿海水质图的可行性。在台湾北部的一个沿海地区开展了水质采样活动,以测量三个水质变量,包括塞氏盘深度、浊度和总悬浮固体。还获取了与水质采样活动几乎同时的SPOT卫星影像。本研究提出的光谱反射率估算方案应用于SPOT多光谱影像,以估算海面反射率。建立了两个利用SPOT影像导出的海面反射率进行水质估算的模型,即单变量模型和多变量模型。多变量模型考虑了各个海水成分对海面反射率的波长相关联合效应,优于单变量模型。最后,通过将特定像素的光谱反射率代入多变量水质估算模型,完成了沿海水质的定量制图。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c658/3707452/037ae7484d3b/sensors-08-06321f1.jpg

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