DocumentCode :
1514835
Title :
Handoff Optimization Using Hidden Markov Model
Author :
Halgamuge, Malka N. ; Ramamohanarao, Kotagiri ; Zukerman, Moshe ; Vu, Hai L.
Author_Institution :
Dept. of Electr. & Electron. Eng., Univ. of Melbourne, Melbourne, VIC, Australia
Volume :
18
Issue :
7
fYear :
2011
fDate :
7/1/2011 12:00:00 AM
Firstpage :
411
Lastpage :
414
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.
Keywords :
cellular radio; hidden Markov models; optimisation; scheduling; HMM state estimation error; base station measurement costs; cellular networks; handoff optimization; hidden Markov model; mobile user; optimization problem; sensor scheduling problem; Base stations; Cost function; Hidden Markov models; Markov processes; Optimal scheduling; State estimation; Cellular networks; handoff; hidden Markov models; sensor scheduling;
fLanguage :
English
Journal_Title :
Signal Processing Letters, IEEE
Publisher :
ieee
ISSN :
1070-9908
Type :
jour
DOI :
10.1109/LSP.2011.2153845
Filename :
5766017
Link To Document :
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