Skip to main content
Log in

Robust Capacity Assignment in Telecommunications

  • Original Paper
  • Published:
Computational Management Science Aims and scope Submit manuscript

Abstract

In telecommunications, the demand is a key data that drives network planning. The demand exhibits considerable variability, due to customers movement and introduction of new services and products in the present competitive markets. To deal with this uncertainty, we consider capacity assignment problem in telecommunications in the framework of robust optimization proposed in Ben-Tal and Nemcrovski (Math Oper Res 23(4):769–805, 1998, MPS-SIAM series on optimization, 2001) and Kouvelis and Yu. We propose a decomposition scheme based on cutting plane methods. Some preliminary computational experiments indicate that the Elzinga–Moore cutting plane method (Elzinga and Moore in Math Program 8:134–145, 1975) can be a valuable choice. Since in some situations different possible uncertainty sets may exist, we propose a generalization of these models to cope at a time with a finite number of plausible uncertainty sets. A weight is associated with each uncertainty set to determine its relative importance or worth against another.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Ben-Tal A, Nemirovski A (1998) Robust convex optimization. Math Oper Res 23(4):769–805

    Google Scholar 

  • Ben-Tal A, Nemirovski A(2001) Lectures on modern convex optimization: analysis, algorithms and engineering applications, MPS-SIAM series on optimization

  • Bertsimas D, Sim M (2004) The price of robustness. Oper Res 52(1): 35–53

    Article  Google Scholar 

  • Birge JR, Louveaux F(1998) Introduction to stochastic programming. Springer, Berlin Heidelberg New York

    Google Scholar 

  • Bonatti M, Gaivoronski A, Lemonche P, Polese P (1994) Summary of some traffic engineering studies carried out within RACE project R1044. Eur Trans Telecommun 5(2):79–90

    Google Scholar 

  • Darlington J, Pantelides CC, Rustem B, Tanyi BA (2000) Decreasing the sensitivity of open-loop optimal solutions in decision making under uncertainty. Eur J Oper Res 121:343–362

    Article  Google Scholar 

  • Elzinga J, Moore TG(1975) A central cutting plane algorithm for the convex programming problem. Math Program 8:134–145

    Article  Google Scholar 

  • Goffin J-L, Vial J-Ph(2002)Convex nondifferentiable optimization: a survey focused on the analytic center cutting plane method. Optim Methods Softw 17(5): 805–867

    Google Scholar 

  • Hiriart-Urruty J-B, Lemaréchal C(1993) Convex analysis and minimization algorithms. Springer, Berlin Heidelberg New York

    Google Scholar 

  • Kelley JE (1960) The cutting plane method for solving convex programs. J Soc Ind Appl Math VIII (4):703-712

  • Kennington J, Lewis K, Olinick E, Ortynski A, Spiride G(2002) Robust solutions for DWDM routing and provisioning problem: models and algorithms. Technical Report 01-EMIS-03, Southern Methodist University, Dallas (to appear in Optical Network Magazine)

  • Kouvelis P, Yu G (1997) Robust discrete optimization and its applications. Nonconvex optimization and its applications, vol 14. Kluwer, New York

    Google Scholar 

  • Lisser A, Ouorou A, Vial J-Ph, Gondzio J (1999) Capacity planning under uncertain demand in telecommunications networks. Technical Note, France Télécom R&D

  • Mulvey JM, Vanderbei RJ, Zenios SA (1995)Robust optimization of large-scale systems. Oper Res 43: 264–281

    Google Scholar 

  • Nemhauser GL, Widhelm WB (1971) A modified linear program for columnar methods in mathematical programming. Oper Res 19: 1051–1060

    Google Scholar 

  • Paraskevopoulos D, Karakitsos E, Rustem B(1991)Robust capacity planning under uncertainty. Manage Sci 37: 787–800

    Article  Google Scholar 

  • Rustem B, Howe M (2002) Algorithms for worst-case design and applications to management. Princeton University Press, Princeton

    Google Scholar 

  • Sen S, Doverspike R, Cosares S(1994)Network planning with random demand. Telecommun Syst 3:11–30

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Adam Ouorou.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Ouorou, A. Robust Capacity Assignment in Telecommunications. CMS 3, 285–305 (2006). https://doi.org/10.1007/s10287-006-0019-7

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10287-006-0019-7

Keywords

Navigation