A robust optimization approach to wine grape harvesting scheduling

被引:130
作者
Bohle, Carlos [1 ]
Maturana, Sergio [1 ]
Vera, Jorge [1 ]
机构
[1] Pontificia Univ Catolica Chile, Escuela Ingn, Dept Ind & Syst Engn, Santiago, Chile
关键词
Robust optimization; Wine supply chain; Scheduling; DESIGN; MODEL;
D O I
10.1016/j.ejor.2008.12.003
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Optimization models are increasingly being used in agricultural planning. However, the inherent uncertainties present in agriculture make it difficult. In recent years, robust optimization has emerged as a methodology that allows dealing with uncertainty in optimization models, even when probabilistic knowledge of the phenomenon is incomplete. In this paper, we consider a wine grape harvesting scheduling optimization problem subject to several uncertainties, such as the actual productivity that can be achieved when harvesting. We study how effective robust optimization is solving this problem in practice. We develop alternative robust models and show results for some test problems obtained from actual wine industry problems. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:245 / 252
页数:8
相关论文
共 26 条
[1]   Application of planning models in the agri-food supply chain: A review [J].
Ahumada, Omar ;
Villalobos, J. Rene .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 196 (01) :1-20
[2]   Multisite facility network integration design and coordination: An application to the refining industry [J].
Al-Qahtani, K. ;
Elkamel, A. .
COMPUTERS & CHEMICAL ENGINEERING, 2008, 32 (10) :2189-2202
[3]  
ALLEN F, 2004, MANUFACTURING SERVIC, V6, P225
[4]  
[Anonymous], SIAM STUDIES APPL MA
[5]  
[Anonymous], 1997, Introduction to stochastic programming
[6]   Robust convex optimization [J].
Ben-Tal, A ;
Nemirovski, A .
MATHEMATICS OF OPERATIONS RESEARCH, 1998, 23 (04) :769-805
[7]   Robust solutions of Linear Programming problems contaminated with uncertain data [J].
Ben-Tal, A ;
Nemirovski, A .
MATHEMATICAL PROGRAMMING, 2000, 88 (03) :411-424
[8]   Robust solutions of uncertain linear programs [J].
Ben-Tal, A ;
Nemirovski, A .
OPERATIONS RESEARCH LETTERS, 1999, 25 (01) :1-13
[9]   The price of robustness [J].
Bertsimas, D ;
Sim, M .
OPERATIONS RESEARCH, 2004, 52 (01) :35-53
[10]   Robust discrete optimization and network flows [J].
Bertsimas, D ;
Sim, M .
MATHEMATICAL PROGRAMMING, 2003, 98 (1-3) :49-71