• DocumentCode
    677585
  • Title

    Two-stage likelihood robust linear program with application to water allocation under uncertainty

  • Author

    Love, David ; Bayraksan, Guzin

  • Author_Institution
    Program in Appl. Math., Univ. of Arizona, Tucson, AZ, USA
  • fYear
    2013
  • fDate
    8-11 Dec. 2013
  • Firstpage
    77
  • Lastpage
    88
  • Abstract
    We adapt and extend the likelihood robust optimization method recently proposed by Wang, Glynn, and Ye for the newsvendor problem to a more general two-stage setting. We examine the value of collecting additional data and the cost of finding a solution robust to an ambiguous probability distribution. A decomposition-based solution algorithm to solve the resulting model is given. We apply the model to examine a long-term water allocation problem in the southeast area of Tucson, AZ under ambiguous distribution of future available supply and demand and present computational results.
  • Keywords
    linear programming; statistical distributions; supply and demand; water supply; AZ; Tucson; ambiguous probability distribution; decomposition-based solution algorithm; likelihood robust optimization method; long-term water allocation problem; supply and demand; two-stage likelihood robust linear program; uncertainty; Computational modeling; Optimization; Resource management; Robustness; Stochastic processes; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), 2013 Winter
  • Conference_Location
    Washington, DC
  • Print_ISBN
    978-1-4799-2077-8
  • Type

    conf

  • DOI
    10.1109/WSC.2013.6721409
  • Filename
    6721409