Inexact Two-Stage Stochastic Robust Optimization Model for Water Resources Management Under Uncertainty

被引:49
|
作者
Xu, Ye [2 ]
Huang, Guohe [1 ,2 ]
Qin, Xiaosheng [3 ]
机构
[1] Univ Regina, Fac Engn, Regina, SK S4S 0A2, Canada
[2] N China Elect Power Univ, Sino Canada Ctr Energy & Environm Res, Beijing, Peoples R China
[3] Nanyang Technol Univ, Sch Civil & Environm Engn, Singapore, Singapore
关键词
stochastic robust optimization; interval linear programming; two-stage stochastic programming; water resources management; uncertainty; QUALITY MANAGEMENT; LINEAR-PROGRAMS; SYSTEM; DECOMPOSITION; REMEDIATION; ALGORITHM; RECOURSE;
D O I
10.1089/ees.2009.0212
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
An inexact two-stage stochastic robust programming model (ITSRP) was developed in this study for dealing with water resources allocation problems under uncertainty. ITSRP was formulated based on integration of interval linear programming (ILP), stochastic robust optimization (SRO), and two-stage stochastic programming (TSP) techniques. It could deal with uncertainties expressed as not only probability distributions but also discrete intervals, and could facilitate analyses of the policy scenarios that are associated with economic penalties when the predefined policies were violated. Moreover, the variability measure about the second-stage penalty costs was incorporated into the objective function, such that the trade-off between system economy and stability could be evaluated. The developed model was applied to a hypothetical case of water resources management system. Results demonstrated that the ITSRP model could help decision makers generate stable and balanced water resources allocation patterns, gain in-depth insights into effects of the uncertainties, and analyze trade-offs between system economy and stability.
引用
收藏
页码:1765 / 1776
页数:12
相关论文
共 50 条
  • [21] Development of an inexact two-stage stochastic model with downside risk control for water quality management and decision analysis under uncertainty
    Y. L. Xie
    G. H. Huang
    [J]. Stochastic Environmental Research and Risk Assessment, 2014, 28 : 1555 - 1575
  • [22] An interval-parameter fuzzy two-stage stochastic program for water resources management under uncertainty
    Maqsood, M
    Huang, GH
    Yeomans, JS
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 167 (01) : 208 - 225
  • [23] Interval-parameter Two-stage Stochastic Nonlinear Programming for Water Resources Management under Uncertainty
    Yong P. Li
    Guo H. Huang
    [J]. Water Resources Management, 2008, 22 : 681 - 698
  • [24] Interval-parameter two-stage stochastic nonlinear programming for water resources management under uncertainty
    Li, Yong P.
    Huang, Guo H.
    [J]. WATER RESOURCES MANAGEMENT, 2008, 22 (06) : 681 - 698
  • [25] An inexact optimization model associated with two robust programming approaches for water resources management
    W. Li
    M. Liu
    S. Z. Wu
    Y. Xu
    [J]. International Journal of Environmental Science and Technology, 2015, 12 : 2401 - 2414
  • [26] An inexact optimization model associated with two robust programming approaches for water resources management
    Li, W.
    Liu, M.
    Wu, S. Z.
    Xu, Y.
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL SCIENCE AND TECHNOLOGY, 2015, 12 (07) : 2401 - 2414
  • [27] Inexact multistage stochastic integer programming for water resources management under uncertainty
    Li, Y. P.
    Huang, G. H.
    Nie, S. L.
    Liu, L.
    [J]. JOURNAL OF ENVIRONMENTAL MANAGEMENT, 2008, 88 (01) : 93 - 107
  • [28] An inexact two-stage mixed integer linear programming model for waste management under uncertainty
    Maqsood, I
    Huang, GH
    Zeng, GM
    [J]. CIVIL ENGINEERING AND ENVIRONMENTAL SYSTEMS, 2004, 21 (03) : 187 - 206
  • [29] Two-Stage Multi-Water Sources Allocation Model in Regional Water Resources Management under Uncertainty
    Dong Liu
    Wenting Liu
    Qiang Fu
    Yongjia Zhang
    Tianxiao Li
    Khan M. Imran
    Faiz M. Abrar
    [J]. Water Resources Management, 2017, 31 : 3607 - 3625
  • [30] Two-Stage Multi-Water Sources Allocation Model in Regional Water Resources Management under Uncertainty
    Liu, Dong
    Liu, Wenting
    Fu, Qiang
    Zhang, Yongjia
    Li, Tianxiao
    Imran, Khan M.
    Abrar, Faiz M.
    [J]. WATER RESOURCES MANAGEMENT, 2017, 31 (11) : 3607 - 3625