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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
来源:
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.
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页数:15
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