Evolutionary Non-Cooperative Spectrum Sharing Game: Long-Term Coexistence For Collocated Cognitive Radio Networks
Keywords
coexistence; cognitive radio networks; evolutionarily stable strategy; evolutionary game theory
Abstract
Collocated cognitive radio networks (CRNs) employ coexistence protocols to share the spectrum when it is not being used by the licensed primary users. These protocols work under the assumption that all spectrum bands provide the same level of quality of service, which is somewhat simplistic because channel conditions as well as the licensee's usage of allocated channels can vary significantly with time and space. These circumstances dictate that some channels may be considered better than others; therefore, CRNs are expected to have a preference over the choice of available channels. Because all CRNs are assumed to be rational and select the best available channels, it can lead to an imbalance in contention for disparate channels, degraded quality of service, and an overall inefficient utilization of spectrum resource. In this paper, we analyze this situation from a game theoretic perspective and model the coexistence of CRNs with heterogeneous spectrum as an evolutionary anti-coordination spectrum-sharing game. We derive the evolutionarily stable strategy (ESS) of the game by proving that it cannot be invaded by a greedy strategy. We also derive the replicator dynamics of the proposed evolutionary game, a mechanism with which players can learn from their payoff outcomes of strategic interactions and modify their strategies at every stage of the game and subsequently converge to ESS. Because all CRNs approach ESS based solely upon the common knowledge payoff observations, the evolutionary game can be implemented in a distributed manner. Finally, we analyze the game from the perspective of fairness using Jain's fairness index under selfish behavior from CRNs. Copyright © 2016 John Wiley & Sons, Ltd.
Publication Date
10-25-2016
Publication Title
Wireless Communications and Mobile Computing
Volume
16
Issue
15
Number of Pages
2166-2178
Document Type
Article
Personal Identifier
scopus
DOI Link
https://doi.org/10.1002/wcm.2674
Copyright Status
Unknown
Socpus ID
84969822815 (Scopus)
Source API URL
https://api.elsevier.com/content/abstract/scopus_id/84969822815
STARS Citation
Amjad, Muhammad Faisal; Chatterjee, Mainak; Nakhila, Omar; and Zou, Cliff C., "Evolutionary Non-Cooperative Spectrum Sharing Game: Long-Term Coexistence For Collocated Cognitive Radio Networks" (2016). Scopus Export 2015-2019. 2890.
https://stars.library.ucf.edu/scopus2015/2890