Position: Home > Articles > Bayesian Groundwater Environmental Quality Assessment Model Based on Principal Component Analysis and Entropy Weight
Water Saving Irrigation
2018
(12)
60-64
基于PCA与熵权的贝叶斯地下水环境质量评价模型
作 者:
胡漾;唐金平;陈友良;张强
单 位:
成都理工大学地球科学学院
关键词:
地下水环境质量;主成分分析法;熵权法;贝叶斯理论
摘 要:
为建立一种客观、科学、便捷的地下水环境质量评价体系,将主成分分析法、熵权法与贝叶斯理论三者进行耦合,并以新疆准东煤田二号矿井及周边区域地下水为研究对象,进行实例分析。结果表明,利用主成分分析法既能够客观合理的选取评价因子,又解决了熵权法重复性赋权的问题;利用熵权法赋权进行贝叶斯评价能够降低由主成分分析法筛选评价因子造成的影响,使评价结果在筛选前后近乎一致,比超标法赋权更适用。三种方法耦合,既能够保证评价结果的可靠性,又能够从多个环节减少评价工作量,具有很强的实用性。
译 名:
Bayesian Groundwater Environmental Quality Assessment Model Based on Principal Component Analysis and Entropy Weight
作 者:
HU Yang;TANG Jin-ping;CHEN You-liang;ZHANG Qiang;College of Earth Sciences,Chengdu University of Technology;State Key Laboratory of Geohazard Prevention and Geoenvironment Protection,Chengdu University of Technology;
单 位:
HU Yang%TANG Jin-ping%CHEN You-liang%ZHANG Qiang%College of Earth Sciences,Chengdu University of Technology%State Key Laboratory of Geohazard Prevention and Geoenvironment Protection,Chengdu University of Technology
关键词:
groundwater environmental quality;;principal component analysis;;entropy weight method;;Bayesian theory
摘 要:
In this paper,in order to establish an objective,scientific and convenient groundwater environmental quality evaluation system,the principal component analysis method,entropy weight method and Bayesian theory were coupled,and the groundwater in No. 2 mine and surrounding area of Zhundong Coalfield in Xinjiang was selected as an object for instance analysis. The results show that the principal component analysis method can not only select the evaluation factor objectively and reasonably,but also solve the problem of repetitive weighting of entropy weight method. Bayesian evaluation by entropy weight method can reduce the screening evaluation by principal component analysis. The impact of the factors makes the evaluation results almost consistent before and after screening,which is more applicable than the overweight method. The coupling of the three methods can not only ensure the reliability of the evaluation results,but also reduce the evaluation workload from multiple links and has strong practicability.
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