An interval-parameter mean-CVaR two-stage stochastic programming approach for waste management under uncertainty | |
Dai, C. ; Cai, X. H. ; Cai, Y. P. ; Huo, Q. ; Lv, Y. ; Huang, G. H. | |
刊名 | stochastic environmental research and risk assessment
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2014 | |
关键词 | Conditional value-at-risk Mean-risk Interval parameter Uncertainty Solid waste management WATER-RESOURCES MANAGEMENT VALUE-AT-RISK OPTIMIZATION MODEL DUAL UNCERTAINTIES ALLOCATION ALGORITHM SYSTEMS |
DOI | 10.1007/s00477-013-0738-6 |
英文摘要 | In this research, approaches of interval mathematical programming, two-stage stochastic programming and conditional value-at-risk (CVaR) are incorporated within a general modeling framework, leading to an interval-parameter mean-CVaR two-stage stochastic programming (IMTSP). The developed method has several advantages: (i) it can be used to deal with uncertainties presented as interval numbers and probability distributions, (ii) its objective function simultaneously takes expected cost and system risk into consideration, thus, it is useful for helping decision makers analyze the trade-offs between cost and risk, and (iii) it can be used for supporting quantitatively evaluating the right tail of distributions of waste generation rate, which can better quantify the system risk. The IMTSP model is applied to the long-term planning of municipal solid waste management system in the City of Regina, Canada. The results indicate that IMTSP performs better in its capability of generating a series of waste management patterns under different risk-aversion levels, and also providing supports for decision makers in identifying desired waste flow strategies, considering balance between system economy and environmental quality.; Engineering, Environmental; Engineering, Civil; Environmental Sciences; Statistics & Probability; Water Resources; SCI(E); EI; 1; ARTICLE; daichao321@gmail.com; xhcai@pku.edu.cn; caiyanpeng@bnu.edu.cn; huoqing@pku.edu.cn; 2; 167-187; 28 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/217874] ![]() |
专题 | 环境科学与工程学院 |
推荐引用方式 GB/T 7714 | Dai, C.,Cai, X. H.,Cai, Y. P.,et al. An interval-parameter mean-CVaR two-stage stochastic programming approach for waste management under uncertainty[J]. stochastic environmental research and risk assessment,2014. |
APA | Dai, C.,Cai, X. H.,Cai, Y. P.,Huo, Q.,Lv, Y.,&Huang, G. H..(2014).An interval-parameter mean-CVaR two-stage stochastic programming approach for waste management under uncertainty.stochastic environmental research and risk assessment. |
MLA | Dai, C.,et al."An interval-parameter mean-CVaR two-stage stochastic programming approach for waste management under uncertainty".stochastic environmental research and risk assessment (2014). |
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