TY - GEN
T1 - Opportunistic spectrum access in self similar primary traffic
AU - Liu, Keqin
AU - Xiao, Xiangyang
AU - Zhao, Qing
PY - 2008
Y1 - 2008
N2 - 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.
AB - 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.
KW - Multiple time scale hierarchical Markovian model
KW - Opportunistic spectrum access
KW - POMDP
KW - Self similar traffic
UR - http://www.scopus.com/inward/record.url?scp=62349134613&partnerID=8YFLogxK
U2 - 10.1109/MILCOM.2008.4753458
DO - 10.1109/MILCOM.2008.4753458
M3 - Conference Proceeding
AN - SCOPUS:62349134613
SN - 9781424426775
T3 - Proceedings - IEEE Military Communications Conference MILCOM
BT - 2008 IEEE Military Communications Conference, MILCOM 2008 - Assuring Mission Success
T2 - 2008 IEEE Military Communications Conference, MILCOM 2008 - Assuring Mission Success
Y2 - 17 November 2008 through 19 November 2008
ER -