An interval-parameter chance-constrained dynamic programming approach for capacity planning under uncertainty

被引:16
|
作者
Dai, C. [1 ]
Li, Y. P. [1 ]
Huang, G. H. [1 ]
机构
[1] N China Elect Power Univ, MOE Key Lab Reg Energy & Environm Syst Optimizat, Resources & Environm Res Acad, Beijing 102206, Peoples R China
关键词
Interval optimization; Chance-constrained; Dynamic programming; Uncertainty; Solid waste management; Data envelopment analysis; SOLID-WASTE MANAGEMENT; WATER-QUALITY MANAGEMENT; ACID-RAIN ABATEMENT; MODEL; SYSTEMS; ALLOCATION; RESERVOIR; COLINEARITY; EXPANSION; DESIGN;
D O I
10.1016/j.resconrec.2012.02.010
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this study, an interval-parameter chance-constrained dynamic programming (ICDP) method is developed for the capacity planning of an integrated municipal solid waste (MSW) management system under uncertainty. The ICDP method integrates interval-parameter dynamic programming (IDP) and chance-constrained programming (CCP) within a general framework with advantages in uncertainty reflection, dynamic facilitation, and risk analysis. It can not only dynamically deal with uncertainties presented as interval numbers and probability distributions, but also provide all potential solutions for facility-capacity expansion under a range of violation levels. The ICDP method is applied to the long-term MSW management and planning in the City of Regina, Canada, where data envelopment analysis (DEA) technique is advanced to identify the optimal capacity-expansion scheme under different system costs and constraint-violation levels. Solutions are valuable for generating alternatives and thus help decision makers to identify desired waste management policies under various economic, environmental and system-reliability conditions. (C) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:37 / 50
页数:14
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