A novel adaptive spectrum reservation strategy in CRNs and its performance optimization |
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Authors: | Jianping Liu Shunfu Jin Wuyi Yue |
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Institution: | 1.School of Information Science and Engineering,Yanshan University,Qinhuangdao,China;2.Hebei Normal University of Science and Technology,Qinhuangdao,China;3.Key Laboratory for Computer Virtual Technology and System Integration of Hebei Province,Qinhuangdao,China;4.Department of Intelligence and Informatics,Konan University,Kobe,Japan |
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Abstract: | Spectrum reservation strategy is an effective technology for conserving communication resources in Cognitive Radio Networks. In order to better adapt to changes of the system load, we present an adaptive control approach to determine the reservation ratio of the licensed spectrum for secondary users and propose a novel adaptive spectrum reservation strategy. We then establish a three-dimensional discrete time Markov Chain model to capture the stochastic behavior of users. By using a method similar to that of the matrix geometric solution, we obtain the steady-state probability distribution for the system model, and derive the formulas for some required performance measures of two types of users. Numerical experiments and simulation experiments indicate that the system performance is sensitive to system parameters like the adaptive control factor and the admission threshold. Finally, we construct a system cost function to balance different performance measures, and present an intelligent searching algorithm to optimize the system parameters with the global minimum system cost. |
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