随机自私KL-UCB算法在动态频谱接入中应用
首发时间:2024-04-18
摘要:动态频谱接入技术是一种灵活、高效的频谱利用方式,能够解决频谱资源日益紧张的问题。随着无线通信技术的不断发展,DSA技术将在未来得到更广泛的应用和推广。现有算法中Lugosi和Simehrabian的算法、SIC-MMAB2算法、自私KL-UCB算法在解决动态频谱接入中存在缺少随机性无法高效提升动态频谱接入效率导致频谱资源的浪费。为此,本文提出随机自私KL-UCB 算法,该算法与上述三种算法在改变设备数量等环境下,总遗憾数值始终为0,表明该算法在频谱资源利用率达百分之百。因此随机自私KL-UCB算法可使终端设备在竞争频谱资源时做出最优的频谱选择决策,同时考虑到其他终端设备的竞争行为,在最短时间内做出最正确的选择,可以帮助提高频谱利用率和系统性能,并最大程度地减少频谱资源的浪费。
关键词: 随机自私KL-UCB算法 动态频谱接入 总遗憾数值
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Stochastic selfish KL-UCB algorithm is applied in dynamic spectrum access
Abstract:Dynamic spectrum access technology is a flexible and efficient way of spectrum utilization, which can solve the problem of spectrum resource shortage. With the continuous development of wireless communication technology, DSA technology will be more widely used and popularized in the future. The existing algorithms such as Lugosi and Simehrabian algorithm, SIC-MMAB2 algorithm and selfish KL-UCB algorithm can not improve the efficiency of dynamic spectrum access, which leads to the waste of spectrum resources. For this reason, the random selfish KL-UCB algorithm is proposed in this paper. The total regret value of this algorithm and the above three algorithms is always 0 when the number of devices is changed. Therefore, the stochastic selfish KL-UCB algorithm can make the terminal equipment make the best spectrum selection decision when competing for spectrum resources, and at the same time, it can make the most correct choice in the shortest time considering the competition behavior of other terminal equipment, it can help to improve the spectrum utilization and system performance, and to minimize the waste of spectrum resources.
Keywords: Random selfish KL-UCB algorithm dynamic spectrum access total regret value
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随机自私KL-UCB算法在动态频谱接入中应用
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