JOURNAL ARTICLE

Energy-efficient opportunistic spectrum access in cognitive radio networks with energy harvesting

Abstract

In cognitive radio networks, secondary user performs spectrum sensing to detect primary user activities and to access the channel opportunistically. We investigate the problem of developing energy efficient opportunistic spectrum access strategy for a secondary user with energy harvesting capability. We formulate the problem to determine the optimal sensing and access policy as a partially observable Markov decision process (POMDP). Since obtaining the optimal policy is computationally prohibitive, we provide a suboptimal myopic policy that maximizes expected immediate throughput instead of expected total throughput. Simulation results demonstrate that the proposed myopic policy yields improved throughput compared to a random channel selection strategy.

Keywords:
Cognitive radio Partially observable Markov decision process Throughput Computer science Markov decision process Channel (broadcasting) Markov process Computer network Efficient energy use Energy (signal processing) Energy harvesting Energy consumption Random access Mathematical optimization Distributed computing Markov chain Markov model Telecommunications Wireless Machine learning Engineering Mathematics

Metrics

26
Cited By
4.04
FWCI (Field Weighted Citation Impact)
12
Refs
0.93
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Cognitive Radio Networks and Spectrum Sensing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced MIMO Systems Optimization
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Energy Harvesting in Wireless Networks
Physical Sciences →  Engineering →  Electrical and Electronic Engineering

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