Theory and Applications of Robust Optimization

被引:1571
|
作者
Bertsimas, Dimitris [1 ,2 ]
Brown, David B. [3 ]
Caramanis, Constantine [4 ]
机构
[1] MIT, Alfred P Sloan Sch Management, Cambridge, MA 02139 USA
[2] MIT, Ctr Operat Res, Cambridge, MA 02139 USA
[3] Duke Univ, Fuqua Sch Business, Durham, NC 27708 USA
[4] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
关键词
robust optimization; robustness; adaptable optimization; applications of robust optimization; MAXIMUM-LIKELIHOOD-ESTIMATION; CONVEX-OPTIMIZATION; TRACTABLE APPROXIMATIONS; AT-RISK; MODEL; REPRESENTATION; INEQUALITIES; UNCERTAINTY; SELECTION; DESIGN;
D O I
10.1137/080734510
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper we survey the primary research, both theoretical and applied, in the area of robust optimization (RO). Our focus is on the computational attractiveness of RO approaches, as well as the modeling power and broad applicability of the methodology. In addition to surveying prominent theoretical results of RO, we also present some recent results linking RO to adaptable models for multistage decision-making problems. Finally, we highlight applications of RO across a wide spectrum of domains, including finance, statistics, learning, and various areas of engineering.
引用
收藏
页码:464 / 501
页数:38
相关论文
共 50 条
  • [1] Robust optimization with applications to game theory
    Luo, Gui-Mei
    An, Xiaomin
    Xia, Jian-Ye
    [J]. APPLICABLE ANALYSIS, 2009, 88 (08) : 1183 - 1195
  • [2] DISTRIBUTIONALLY ROBUST OPTIMIZATION: A REVIEW ON THEORY AND APPLICATIONS
    Lin, Fengming
    Fang, Xiaolei
    Gao, Zheming
    [J]. NUMERICAL ALGEBRA CONTROL AND OPTIMIZATION, 2022, 12 (01): : 159 - 212
  • [3] H2-optimization -: Theory and applications to robust control design
    Kwakernaak, H
    [J]. ROBUST CONTROL DESIGN 2000, VOLS 1 & 2, 2000, 1-2 : 437 - 448
  • [4] H2-optimization - Theory and applications to robust control design
    Kwakernaak, Huibert
    [J]. Annual Reviews in Control, 2002, 26 I : 45 - 56
  • [5] Robust optimization - methodology and applications
    Ben-Tal, A
    Nemirovski, A
    [J]. MATHEMATICAL PROGRAMMING, 2002, 92 (03) : 453 - 480
  • [6] Methodology and applications of robust optimization
    Zhang, Qi
    Gounaris, Chrysanthos E.
    [J]. OPTIMIZATION AND ENGINEERING, 2022, 23 (04) : 1761 - 1764
  • [7] Robust optimization – methodology and applications
    Aharon Ben-Tal
    Arkadi Nemirovski
    [J]. Mathematical Programming, 2002, 92 : 453 - 480
  • [8] Methodology and applications of robust optimization
    Qi Zhang
    Chrysanthos E. Gounaris
    [J]. Optimization and Engineering, 2022, 23 : 1761 - 1764
  • [9] Robust Optimization in Possibility Theory
    Hose, Dominik
    Maeck, Markus
    Hanss, Michael
    [J]. ASCE-ASME JOURNAL OF RISK AND UNCERTAINTY IN ENGINEERING SYSTEMS PART B-MECHANICAL ENGINEERING, 2019, 5 (04):
  • [10] Robust multiobjective optimization & applications in portfolio optimization
    Fliege, Joerg
    Werner, Ralf
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2014, 234 (02) : 422 - 433