Technical Note: Multistage Robust Mixed-Integer Programming

被引:0
|
作者
Postek, Krzysztof [1 ]
Romeijnders, Ward [2 ]
Wiesemann, Wolfram [3 ]
机构
[1] Delft Univ Technol, NL-2628 CD Delft, Netherlands
[2] Univ Groningen, NL-9712 CP Groningen, Netherlands
[3] Imperial Coll London, London SW7 2AZ, England
基金
英国工程与自然科学研究理事会;
关键词
robust optimization; multistage problems; mixed-integer optimization; FINITE ADAPTABILITY; DECISION RULES; OPTIMIZATION;
D O I
10.1287/opre.2023.0520
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Multistage robust optimization, in which decisions are taken sequentially as new information becomes available about uncertain problem parameters, is a very versatile yet computationally challenging paradigm for decision making under uncertainty. In this technical note, we propose a new model and solution approach for multistage robust mixed-integer programs, which may contain both continuous and discrete decisions at any time stage. Our model builds upon the finite adaptability scheme developed for two-stage robust optimization problems, and it allows us to decompose the multistage problem into a large number of much simpler two-stage problems. We discuss how these two-stage problems can be solved both exactly and approximately, and we report numerical results for route planning and location-transportation problems.
引用
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页数:15
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