Cross-layer design of wireless multihop random access networks

Morteza Mardani, Seung Jun Kim, Georgios B. Giannakis

Research output: Contribution to journalArticlepeer-review

13 Scopus citations

Abstract

Joint design of flow control, multipath routing, and random access control is considered for wireless multihop networks. Based on a network utility maximization formulation, Aloha persistence probabilities are optimized together with multicommodity end-to-end rates and per-link flow rates. Although the joint optimization of Aloha and flow control was previously tackled using a convex reformulation, adding the routing component renders the problem inherently nonconvex. To cope with this challenge, a successive convex approximation approach is taken to obtain a locally optimal solution efficiently. A parallelized distributed algorithm is developed, which scales well in the network size and exhibits low computational complexity. An online implementation is also proposed and tested. Numerical examples verify the novel design and highlight the performance advantage over state-of-the-art alternatives.

Original languageEnglish (US)
Article number6148294
Pages (from-to)2562-2574
Number of pages13
JournalIEEE Transactions on Signal Processing
Volume60
Issue number5
DOIs
StatePublished - May 2012

Bibliographical note

Funding Information:
Manuscript received August 03, 2011; revised December 05, 2011; accepted January 24, 2012. Date of publication February 07, 2012; date of current version April 13, 2012. The associate editor coordinating the review of this manuscript and approving it for publication was Prof. Samson Lasaulce. This work was supported by NSF Grants CCF-0830480, ECCS-0824007, and ECCS-1002180. Part of the results in this paper was presented in the Signal Processing Applications in Wireless Communications Workshop, San Francisco, California, June 26–29, 2011.

Keywords

  • Multihop network
  • multipath routing
  • random access
  • successive convex approximation
  • utility maximization

Fingerprint Dive into the research topics of 'Cross-layer design of wireless multihop random access networks'. Together they form a unique fingerprint.

Cite this