马尔可夫模型优化方法在无线信道建模中的应用

Lifen Yuan, T. Guo, Yi-gang He, Zhen Cheng
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引用次数: 1

摘要

马尔可夫模型在无线信道建模中具有良好的应用前景。然而,不同形式的马尔可夫模型对当前场景的表现是不同的。因此,有必要对无线信道的最佳马尔可夫模型进行最优选择。首先,需要准备不同类型的马尔可夫模型矩阵。然后计算两个相邻时间段内相同矩阵的相似度。比较它们来选择最好的马尔可夫模型。实验表明,所选择的最优马尔可夫模型矩阵对当前场景的适应度最高,对环境干扰最敏感。在无线信道建模和无线信道环境异常检测方面具有一定的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Application of Markov Model Optimization Method in Wireless Channel Modeling
The Markov model has good application prospect in wireless channel modeling. However, different forms of Markov model have different performance to the current scenario.Thus an optimal selection method for the best Markov model of the wireless channel is necessary. At first, different kinds of Markov model matrix should be prepared. Then calculate the similarities of the same matrix in two adjacent time periods. Compare them to select the best Markov model. The experiments show that the optimal Markov model matrix selected can ensure highest fitness to the current scenario and most sensitive to the environment disturbance. It has certain performance in wireless channel modeling and wireless channel environment abnormal detection.
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