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
Link To Document