Abstract
This paper presents an approximate affinely adjustable robust counterpart for conic quadratic constraints. The theory is applied to obtain robust solutions to the problems of subway route design with implementation errors and a supply chain management with uncertain demands. Comparison of the adjustable solutions with the nominal and non-adjustable robust solutions shows that the adjustable (dynamic) robust solution maintains feasibility for all possible realizations, while being less conservative than the usual (static) robust counterpart solution.
Similar content being viewed by others

References
Ben-Tal A, El Ghaoui L, Nemirovski A (2000) Robust semidefinite programming. In: Saigal R, Wolkowitcz H, Vandenberghe L(eds) Handbook on Semidefinite Programming. Kluwer, Dordrecht
Ben-Tal A, Golany B, Nemirovski A, Vial J-Ph (2005) Supplier–retailer flexible commitment contracts: a robust optimization approach. Manuf Serv Oper Manage 7(3): 248–271
Ben-Tal A, Goryashko A, Guslitzer E, Nemirovski A (2004) Adjustable robust solutions of uncertain linear programs. Math Program 99(2): 351–376
Ben-Tal A, Nemirovski A (1998) Robust convex optimization. Math Oper Res 23(4): 769–805
Ben-Tal A, Nemirovski A (1999) Robust solutions to uncertain linear programs. OR Lett 25: 1–13
Ben-Tal A, Nemirovski A (2000) Robust solutions of linear programming problems contaminated with uncertain data. Math Program 88: 411–424
Ben-Tal A, Nemirovski A (2002) Robust optimization methodology and applications. Math Program Ser B 92: 453–480
Ben-Tal A, Nemirovski A, Roos C (2002) Robust solutions of uncertain quadratic and conic–quadratic problems. SIAM J Optim 13(12): 535–560
Bertsimas D, Sim M (2006) Tractable approximations to robust conic optimization problems. Math Program 107(1): 5–36
Boni O (2006) Robust Solutions of Conic Quadratic Problems. Research Thesis, Technion - Israel Institute of Technology. http://iew3.technion.ac.il/Labs/Opt/opt/Pap/odellia.pdf
Boni O, Ben-Tal A, Nemirovski A (2008) Robust solutions to conic quadratic problems. Optim Eng 9: 1–18
El-Ghaoui L, Lebret H (1997) Robust solutions to least-square problems with uncertain data matrices. SIAM J Matrix Anal Appl 18(4): 1035–1064
El-Ghaoui L, Oustry F, Lebret H (1998) Robust solutions to uncertain semidefinite programs. SIAM J Optim 9: 33–52
Stürm J (1999) Using SeDuMi 1.02 a MATLAB toolbox for optimization over symmetric cones. Optim Methods Softw Res 11(12): 625–653
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Boni, O., Ben-Tal, A. Adjustable robust counterpart of conic quadratic problems. Math Meth Oper Res 68, 211–233 (2008). https://doi.org/10.1007/s00186-008-0218-9
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00186-008-0218-9