Evolutionary dynamics of cooperative sensing in cognitive radios under partial system state information

Hajar Elhammouti, R. E. Azouzi, F. Pellegrini, Essaid Sabir, L. Echabbi
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Abstract

Cooperative sensing enables secondary users to combine individual sensing results in order to attain sensing accuracies beyond those achieved by consumer RF devices. However, due to sensing costs, secondary users may prefer not to cooperate to the sensing task, leading to higher false alarm probability. In this paper, we study how information about the presence of cooperators affects the dynamics of cooperative sensing schemes. We consider two scenarios, namely the case when SUs cannot detect the presence of other potential cooperators, and the case when SUs have prior information on the presence of other SUs in radio range. Using an evolutionary game framework, we demonstrate that protocols delivering such type of information to SUs reduce cooperation and ultimately lead to degraded network performance. Finally, a learning process based on the replicator dynamics is proposed which is capable to drive the system to the evolutionary stable solution. The results of the paper are illustrated through numerical simulations.
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部分系统状态信息下认知无线电协同感知的演化动力学
协作传感使辅助用户能够将单个传感结果组合在一起,以获得超过消费射频设备所能达到的传感精度。然而,由于感知成本的原因,二次用户可能不愿意配合感知任务,从而导致更高的虚警概率。在本文中,我们研究了合作者存在的信息如何影响协同感知方案的动力学。我们考虑了两种情况,即su无法检测到其他潜在合作者的存在,以及su对无线电范围内其他su的存在有先验信息的情况。使用进化博弈框架,我们证明了向SUs传递此类信息的协议会减少合作并最终导致网络性能下降。最后,提出了一种基于复制因子动力学的学习过程,使系统达到进化稳定解。通过数值模拟对本文的研究结果进行了说明。
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Keynote speaker Keynote speaker Ad-Hoc, Mobile, and Wireless Networks: 19th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2020, Bari, Italy, October 19–21, 2020, Proceedings Retraction Note to: Mobility Aided Context-Aware Forwarding Approach for Destination-Less OppNets Ad-Hoc, Mobile, and Wireless Networks: 18th International Conference on Ad-Hoc Networks and Wireless, ADHOC-NOW 2019, Luxembourg, Luxembourg, October 1–3, 2019, Proceedings
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