Title :
Bursty Traffic in Energy-Constrained Opportunistic Spectrum Access
Author :
Chen, Yunxia ; Zhao, Qing ; Swami, Ananthram
Author_Institution :
Univ. of California, Davis
Abstract :
We design opportunistic spectrum access strategies for improving spectrum efficiency. In each slot, a secondary user chooses a subset of channels to sense and decides whether to access based on the sensing outcomes. Incorporating the secondary user´s residual energy and buffer state, we formulate this sequential decision-making problem as a partially observable Markov decision process (POMDP). Within the POMDP framework, we obtain stationary optimal sensing and access policies. By exploiting the rich structure of the underlying problem, we develop monotonicity results for the optimal policies, which accelerate the computations. Numerical results are provided to study the impact of the secondary user´s packet arrival rate and residual energy on the optimal sensing and access decisions.
Keywords :
Markov processes; decision making; radio networks; telecommunication traffic; bursty traffic; energy-constrained opportunistic spectrum access; partially observable Markov decision process; secondary user residual energy; sequential decision-making problem; stationary optimal sensing; Acceleration; Access protocols; Decision making; Fading; GSM; Laboratories; Land mobile radio cellular systems; Media Access Protocol; Radio spectrum management; Wireless sensor networks;
Conference_Titel :
Global Telecommunications Conference, 2007. GLOBECOM '07. IEEE
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4244-1042-2
Electronic_ISBN :
978-1-4244-1043-9
DOI :
10.1109/GLOCOM.2007.881