Robust combinatorial optimization under convex and discrete cost uncertainty

被引:39
作者
Buchheim, Christoph [1 ]
Kurtz, Jannis [2 ]
机构
[1] TU Dortmund Univ, Fak Math, Vogelpothsweg 87, D-44227 Dortmund, Germany
[2] Rhein Westfal TH Aachen, Lehrstuhl Math Anal C, Pontdriesch 10, D-52062 Aachen, Germany
关键词
Robust optimization; Uncertainty; Combinatorial optimization; Two-stage robustness; K-Adaptability; Complexity;
D O I
10.1007/s13675-018-0103-0
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
In this survey, we discuss the state of the art of robust combinatorial optimization under uncertain cost functions. We summarize complexity results presented in the literature for various underlying problems, with the aim of pointing out the connections between the different results and approaches, and with a special emphasis on the role of the chosen uncertainty sets. Moreover, we give an overview over exact solution methods for NP-hard cases. While mostly concentrating on the classical concept of strict robustness, we also cover more recent two-stage optimization paradigms.
引用
收藏
页码:211 / 238
页数:28
相关论文
共 109 条
[91]   Robust Critical Node Selection by Benders Decomposition [J].
Naoum-Sawaya, Joe ;
Buchheim, Christoph .
INFORMS JOURNAL ON COMPUTING, 2016, 28 (01) :162-174
[92]  
Nasrabadi E., 2013, ARXIV13124075
[93]  
Nikolova E, 2010, APPROXIMATION ALGORI
[94]  
Nikolova E, 2010, LECT NOTES COMPUT SC, V6302, P338, DOI 10.1007/978-3-642-15369-3_26
[95]  
Nohadani O, 2016, ARXIV161107992
[96]  
Park Kyungchul, 2007, Management Science & Financial Engineering, V13, P115
[97]   Robust Network Design with Uncertain Outsourcing Cost [J].
Pessoa, Artur Alves ;
Poss, Michael .
INFORMS JOURNAL ON COMPUTING, 2015, 27 (03) :507-524
[98]   Robust combinatorial optimization with knapsack uncertainty [J].
Poss, Michael .
DISCRETE OPTIMIZATION, 2018, 27 :88-102
[99]   Robust combinatorial optimization with variable budgeted uncertainty [J].
Poss, Michael .
4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2013, 11 (01) :75-92
[100]   Multistage Adjustable Robust Mixed-Integer Optimization via Iterative Splitting of the Uncertainty Set [J].
Postek, Krzysztof ;
den Hertog, Dick .
INFORMS JOURNAL ON COMPUTING, 2016, 28 (03) :553-574