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环境科学  2003 

An Artificial Neural Network Model for Lake Color Inversion Using TM Imagery
用TM影像进行湖泊水色反演研究的人工神经网络模型

Keywords: artificial neural network,environmental remote sensing,water color remote sensing,inversion,lake
人工神经网络
,环境遥感,水色遥感,反演,湖泊

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Abstract:

The technology of artificial neural network was used for inversing water quality parameters from TM imagery data in the paper in order to study water quality and eutrophic status of lake. On the basis of satellite synchronous monitoring experiment, a BP neural network model was constructed, in which concentrations of SS, CODMn, DO, T-N, T-P and chlo a were inversed from Landsat TM data and the accuracy of which was good, the relative error of which could be controlled below 25%. Moreover, the reasons of simulating error, ways of improving model and applications of the model were also analyzed in detail. The results of this research told that based on a small scale of satellite synchronous experiment, the model could be applied successfully in investigation, analysis and estimation of lake water quality.

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