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基于回归支持向量机的指标规范值的水质评价模型
Alternative TitleModel of water quality evaluation with normalized indexes values based on regression support vector machines
李祚泳1; 张正健2
Corresponding Author李祚泳
2013-08
Source Publication中国环境科学
ISSN1000-6923
Volume33Issue:8Pages:1502-1508
Other Abstract传统的回归支持向量机的水质评价模型不具有普适性和通用性,当指标较多时,模型的学习效率和求解精度均会受到影响.若适当设定3类水体(地表水、地下水和富营养化水体)各项指标的参照值及指标值的规范变换式,使不同指标的同级标准的规范值差异不大,从而可以认为用规范值表示的不同指标皆"等效"于某个规范指标.因此,可建立用规范值表示的任意m项指标组合皆适用的水质评价的回归支持向量机模型.通过实例对模型的实用性进行了效果检验,结果表明:用基于回归支持向量机的指标规范值的水质评价模型对河桥地表水、黑龙洞泉域地下水和山仔水库富营养化水体的水质评价结果与用BP神经网络评价法、模糊综合评价法和属性识别评价法的评价结果基本一致. 
; Generally, the traditional method to evaluate the water quality using regression support vector machine is not an universal way. The learning efficiency and the accuracy will be significantly influenced due to the increase of the number of the index. For three different water bodies (surface water, groundwater and eutrophic water body), the present study
sets the proper reference values and normalized transformation forms for all the indexes of them. The differences among all the indexes will be decreased for the same quality level water after the normal transformation, and the different indexes represented with normalized values can be equivalent to a certain value. Therefore, it is possible to build the water quality evaluation model using regression support vector machines (SVR) with any combination of m(2≤m≤72) normalized indexes. The practicality of the model was verified by samples from HeQiao surface water, HeiLongDong spring groundwater and eutrophication of SanZi reservoir. The evaluation gets the similar results with the evaluations using BP neural network , fuzzy sets and attribute recognition evaluationary methods.
Keyword指标 规范变换 水质评价 回归支持向量机 模型
Subject Area环境学
Indexed ByEI ; CSCD
Language中文
CSCD IDCSCD:4913301
Funding Organization国家自然科学基金资助项目(51179110);科技基础性工作专项项目(2011IM011000)
Citation statistics
Cited Times:12[CSCD]   [CSCD Record]
Document Type期刊论文
Identifierhttp://ir.imde.ac.cn/handle/131551/6453
Collection数字山地与遥感应用中心
Affiliation1.成都信息工程大学
2.中国科学院、水利部成都山地灾害与环境研究所
Recommended Citation
GB/T 7714
李祚泳,张正健. 基于回归支持向量机的指标规范值的水质评价模型[J]. 中国环境科学,2013,33(8):1502-1508.
APA 李祚泳,&张正健.(2013).基于回归支持向量机的指标规范值的水质评价模型.中国环境科学,33(8),1502-1508.
MLA 李祚泳,et al."基于回归支持向量机的指标规范值的水质评价模型".中国环境科学 33.8(2013):1502-1508.
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