Title :
Opportunistic spectrum access in self similar primary traffic
Author :
Liu, Keqin ; Xiao, Xiangyang ; Zhao, Qing
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California, Davis, CA
Abstract :
We take a stochastic control approach to opportunity tracking and access in self-similar primary traffic. Based on a multiple time scale hierarchical Markovian model, we formulate opportunity tracking and access in self-similar primary traffic as a Partially Observable Markov Decision Process. We show that for independent and stochastically identical channels under certain conditions, the myopic sensing policy has a simple and robust structure that obviates the need to know the channel parameters. Furthermore, the myopic policy achieves comparable performance as the optimal policy that requires exponential complexity and assumes full knowledge of the channel model.
Keywords :
Markov processes; spread spectrum communication; wireless channels; multiple time scale hierarchical Markovian model; myopic sensing policy; opportunistic spectrum access; partially observable Markov decision process; self similar primary traffic; stochastic control; FCC; Hidden Markov models; Interference; Markov processes; Pricing; Robustness; Stochastic processes; Telecommunication traffic; Time measurement; Traffic control; Opportunistic spectrum access; POMDP; multiple time scale hierarchical Markovian model; self similar traffic;
Conference_Titel :
Military Communications Conference, 2008. MILCOM 2008. IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-2676-8
Electronic_ISBN :
978-1-4244-2677-5
DOI :
10.1109/MILCOM.2008.4753458