Belief propagation methods for intercell interference coordination

Sundeep Rangan, Ritesh Madan

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We consider a broad class of interference coordination and resource allocation problems for wireless links where the goal is to maximize the sum of functions of individual link rates. Such problems arise in the context of, for example, fractional frequency reuse (FFR) for macro-cellular networks and dynamic interference management in femtocells. The resulting optimization problems are typically hard to solve optimally even using centralized algorithms but are an essential computational step in implementing rate-fair and queue stabilizing scheduling policies in wireless networks. We consider a belief propagation framework to solve such problems approximately. In particular, we construct approximations to the belief propagation iterations to obtain computationally simple and distributed algorithms with low communication overhead. Notably, our methods are very general and apply to, for example, the optimization of transmit powers, transmit beamforming vectors, and sub-band allocation to maximize the above objective. Numerical results for femtocell deployments demonstrate that such algorithms compute a very good operating point in typically just a couple of iterations.

Original languageEnglish (US)
Title of host publication2011 Proceedings IEEE INFOCOM
Pages2543-2551
Number of pages9
DOIs
StatePublished - 2011
EventIEEE INFOCOM 2011 - Shanghai, China
Duration: Apr 10 2011Apr 15 2011

Publication series

NameProceedings - IEEE INFOCOM
ISSN (Print)0743-166X

Other

OtherIEEE INFOCOM 2011
CountryChina
CityShanghai
Period4/10/114/15/11

Keywords

  • Interference coordination
  • belief propagation
  • cellular systems
  • femtocells
  • wireless communications

ASJC Scopus subject areas

  • Computer Science(all)
  • Electrical and Electronic Engineering

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  • Cite this

    Rangan, S., & Madan, R. (2011). Belief propagation methods for intercell interference coordination. In 2011 Proceedings IEEE INFOCOM (pp. 2543-2551). [5935079] (Proceedings - IEEE INFOCOM). https://doi.org/10.1109/INFCOM.2011.5935079