An inexact log-normal distribution-based stochastic chance-constrained model for agricultural water quality management
Wang, Yu1,2; Fan, Jie1; Xu, Ye3; Sun, Wei1; Chen, Dong1
刊名ENGINEERING OPTIMIZATION
2018
卷号50期号:5页码:840-855
关键词Stochastic chance-constrained programming log-normal distribution agriculture Erhai Lake uncertainty
ISSN号0305-215X
DOI10.1080/0305215X.2017.1357715
通讯作者Xu, Ye(xuye0401@gmail.com)
英文摘要In this study, an inexact log-normal-based stochastic chance-constrained programming model was developed for solving the non-point source pollution issues caused by agricultural activities. Compared to the general stochastic chance-constrained programming model, the main advantage of the proposed model is that it allows random variables to be expressed as a log-normal distribution, rather than a general normal distribution. Possible deviations in solutions caused by irrational parameter assumptions were avoided. The agricultural system management in the Erhai Lake watershed was used as a case study, where critical system factors, including rainfall and runoff amounts, show characteristics of a log-normal distribution. Several interval solutions were obtained under different constraint-satisfaction levels, which were useful in evaluating the trade-off between system economy and reliability. The applied results show that the proposed model could help decision makers to design optimal production patterns under complex uncertainties. The successful application of this model is expected to provide a good example for agricultural management in many other watersheds.
WOS关键词LINEAR-PROGRAMMING APPROACH ; ACID-RAIN ABATEMENT ; OPTIMIZATION MODEL ; IRRIGATION WATER ; UNCERTAINTY ; SYSTEMS ; COLINEARITY ; ALLOCATION ; BASIN ; RISK
WOS研究方向Engineering ; Operations Research & Management Science
语种英语
出版者TAYLOR & FRANCIS LTD
WOS记录号WOS:000426912800007
内容类型期刊论文
源URL[http://ir.igsnrr.ac.cn/handle/311030/57222]  
专题中国科学院地理科学与资源研究所
通讯作者Xu, Ye
作者单位1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Reg Sustainable Dev Modeling, Beijing, Peoples R China
2.Northeast Normal Univ, Sch Geog Sci, Changchun, Jilin, Peoples R China
3.North China Elect Power Univ, Coll Environm Sci & Engn, MOE Key Lab Reg Energy & Environm Syst Optimizat, Beijing, Peoples R China
推荐引用方式
GB/T 7714
Wang, Yu,Fan, Jie,Xu, Ye,et al. An inexact log-normal distribution-based stochastic chance-constrained model for agricultural water quality management[J]. ENGINEERING OPTIMIZATION,2018,50(5):840-855.
APA Wang, Yu,Fan, Jie,Xu, Ye,Sun, Wei,&Chen, Dong.(2018).An inexact log-normal distribution-based stochastic chance-constrained model for agricultural water quality management.ENGINEERING OPTIMIZATION,50(5),840-855.
MLA Wang, Yu,et al."An inexact log-normal distribution-based stochastic chance-constrained model for agricultural water quality management".ENGINEERING OPTIMIZATION 50.5(2018):840-855.
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