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基于MATLAB的BP神经网络模型在漠阳江水质评价中的应用研究
引用本文:杨岳,关成立,陈兴汉.基于MATLAB的BP神经网络模型在漠阳江水质评价中的应用研究[J].环境科学与管理,2014,39(11):161-165.
作者姓名:杨岳  关成立  陈兴汉
作者单位:1. 阳江职业技术学院,广东阳江,529500
2. 阳江职业技术学院,广东阳江529500;广东技术师范学院,广东广州510665
3. 阳江职业技术学院,广东阳江529500;中山大学,广东广州510275
基金项目:广东省教育厅“十二五”规划课题,阳江市海洋产业人才培养计划,2013年广东省教指委教改项目,阳江职业技术学院教改课题(2013jgyb02)基金
摘    要:为提高水质评价的准确性,基于MATLAB及人工神经网络理论,采用误差反向传播的BP算法建立漠阳江水质评价模型,充分利用神经网络的非线性映射特性,取7项常规地表水水质评价指标对漠阳江水质进行评价,并将BP神经网络评价结果与单因子评价法及综合指数法的评价结果进行比较,网络运行结果表明一致效果良好.同时较传统的水质评价方法,该网络具有较高的识别精度,提高了水质评价等级的准确性,使评价的结果更具有科学性.

关 键 词:MATLAB  BP神经网络  漠阳江  水质评价

Water Quality Evaluation for Moyang River Based on BP Neural Network with MATLAB
Yang Yue,Guan Chengli,Chen Xinghan.Water Quality Evaluation for Moyang River Based on BP Neural Network with MATLAB[J].Environmental Science and Management,2014,39(11):161-165.
Authors:Yang Yue  Guan Chengli  Chen Xinghan
Institution:Yang Yue , Guan Chengli,Chen Xinghan ( 1. Yangjiang Vocational and Technical College, Yangjiang 529500, China; 2. Guangdong Polytechnic Normal University, Guangzhou 510665, China; 3. Sun Yat - Sen University, Guangzhou 510275, China)
Abstract:In order to improve the accuracy of water quality evaluation, this paper makes a water quality evaluation model for Moyang River using BP algorithm of error back propagation based on reviewing the history of MATLAB and artificial neural network. According to the nonlinear mapping characteristics of the BP neural network, water evaluation were carried out by 7 usual surface water quality evaluation indexes. In additon, it also analyzes the discrepancy between the BP neural network based on MTALAB and other traditional assessing methods, such as the single factor evaluation method and comprehensive index method. The result shows good optimizing effecting correspinding to the above two traditional methods. Meanwhile, the BP neural network based on MATLAB makes the evaluation result more scientific.
Keywords:MATLAB  BP neural network  Moyang River  water quality evaluation
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