Handoff optimization using hidden Markov model

Malka N. Halgamuge, Kotagiri Ramamohanarao, Moshe Zukerman, Hai L. Vu

Research output: Contribution to journalArticleResearchpeer-review

4 Citations (Scopus)

Abstract

This letter establishes the similarity between the sensor scheduling problem and the handoff (i.e., base station assignment) problem in cellular networks. A mobile user behavior is then modelled by a Hidden Markov Model (HMM). The handoff problem is formulated as an optimization problem of base station scheduling that minimizes a cost function that involves the HMM state estimation error and base station measurement costs. The optimization problem can be solved using algorithms known as partially observed Markov decision processes.
Original languageEnglish
Article number5766017
Pages (from-to)411-414
Number of pages4
JournalIEEE Signal Processing Letters
Volume18
Issue number7
DOIs
Publication statusPublished - Jul 2011
Externally publishedYes

Keywords

  • Cellular networks
  • Handoff
  • Hidden Markov models
  • Sensor scheduling

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