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
[1]  
Adjiashvili D, 2016, LEIBNIZ INT P INFORM, V55, DOI 10.4230/LIPIcs.ICALP.2016.71
[2]  
Adjiashvili D, 2017, TECHNICAL REPORT
[3]   Bulk-Robust combinatorial optimization [J].
Adjiashvili, David ;
Stiller, Sebastian ;
Zenklusen, Rico .
MATHEMATICAL PROGRAMMING, 2015, 149 (1-2) :361-390
[4]   An s-t connection problem with adaptability [J].
Adjiashvili, David ;
Zenklusen, Rico .
DISCRETE APPLIED MATHEMATICS, 2011, 159 (08) :695-705
[5]  
Aissi H, 2005, LECT NOTES COMPUT SC, V3669, P862
[6]  
Aissi H, 2005, LECT NOTES COMPUT SC, V3827, P789, DOI 10.1007/11602613_79
[7]   Complexity of the min-max and min-max regret assignment problems [J].
Aissi, H ;
Bazgan, C ;
Vanderpooten, D .
OPERATIONS RESEARCH LETTERS, 2005, 33 (06) :634-640
[8]  
Aissi H, 2005, LECT NOTES OPER RES, V5, P171
[9]   Min-max and min-max regret versions of combinatorial optimization problems: A survey [J].
Aissi, Hassene ;
Bazgan, Cristina ;
Vanderpooten, Daniel .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 197 (02) :427-438
[10]   A note on the Bertsimas & Sim algorithm for robust combinatorial optimization problems [J].
Alvarez-Miranda, Eduardo ;
Ljubic, Ivana ;
Toth, Paolo .
4OR-A QUARTERLY JOURNAL OF OPERATIONS RESEARCH, 2013, 11 (04) :349-360