基于实验数据的室内信道隐马尔可夫模型

E. Costamagna, L. Favalli, P. Gamba, Elisa Passi, F. Babich
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引用次数: 1

摘要

准确的数字传输信道模型是评估通信系统性能的基础。特别是生成模型在模拟中的可用性,多年来一直在研究。在本文中,我们描述了一个使用确定性隐马尔可夫系统来匹配实验数据的模型,并提供了一些经验法则来驱动状态图的架构选择。模型参数通过Baum-Welch算法从1.9 GHz频段的室内环境中测量的误差模式开始调整,以适应不同的接收器速度和干扰水平。
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An hidden Markov model for indoor channel based on experimental data
Accurate models of digital transmission channels is fundamental in the assessment of the performance of communications systems. In particular generative models for their usability in simulations have been studied through the years. In this paper we describe a model using deterministic hidden Markov systems customized to match experimental data and provide some rule of thumb to drive the architectural choices of the state diagram. Model parameters are tuned by means of the Baum-Welch algorithm starting from measured error patterns in an indoor environment in the 1.9 GHz band for different receiver speeds and interference levels.
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