An interval-parameter mean-CVaR two-stage stochastic programming approach for waste management under uncertainty

被引:0
|
作者
C. Dai
X. H. Cai
Y. P. Cai
Q. Huo
Y. Lv
G. H. Huang
机构
[1] Peking University,Department of Environmental Sciences
[2] Beijing Normal University,State Key Laboratory of Water Environment Simulation, School of Environment
[3] University of Regina,Institute for Energy, Environment and Sustainable Communities
关键词
Conditional value-at-risk; Mean-risk; Interval parameter; Uncertainty; Solid waste management;
D O I
暂无
中图分类号
学科分类号
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.
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页码:167 / 187
页数:20
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