We introduce ROME, an algebraic modeling toolbox for a class of robust optimization problems. ROME serves as an intermediate layer between the modeler and optimization solver engines, allowing modelers to express robust optimization problems in a mathematically meaningful way. In this paper, we discuss how ROME can be used to model (1) a service-constrained robust inventory management problem, (2) a project-crashing problem, and (3) a robust portfolio optimization problem. Through these modeling examples, we highlight the key features of ROME that allow it to expedite the modeling and subsequent numerical analysis of robust optimization problems. ROME is freely distributed for academic use at http://www.robustopt.com.
机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Ben-Tal, A
Nemirovski, A
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机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Ben-Tal, A
Boyd, S
论文数: 0引用数: 0
h-index: 0
机构:Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Boyd, S
Nemirovski, A
论文数: 0引用数: 0
h-index: 0
机构:Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Ben-Tal, A
Nemirovski, A
论文数: 0引用数: 0
h-index: 0
机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
机构:
Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, IsraelTechnion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Ben-Tal, A
Boyd, S
论文数: 0引用数: 0
h-index: 0
机构:Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel
Boyd, S
Nemirovski, A
论文数: 0引用数: 0
h-index: 0
机构:Technion Israel Inst Technol, Fac Ind Engn & Management, IL-32000 Haifa, Israel