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一种基于隐马尔可夫模型的目标轨迹跟踪算法 被引量:4

Partial CSI based affinity propagation dynamic clustering algorithm
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摘要 现有的定位算法只表现了目标的静态位置特征,不能较好地在目标移动情况下跟踪获取目标的运行行为轨迹。针对这一问题,设计了一种基于隐马尔可夫模型的目标轨迹跟踪算法。该算法根据小区覆盖范围内的地理位置信息和目标用户的移动速度,建立隐马尔可夫模型;然后,基于维特比译码算法对最佳路径和最佳状态概率进行最优化求解,实现对目标轨迹的跟踪。仿真结果表明,该算法可以在基站小区分辨率下精确地获取目标轨迹。 This paper designed a tracking algorithm based on hidden Markov model for mobile targets. Firstly, it established hidden Markov model according to the location information within cell covering area and target' s moving speed, then gained the optimization path and the optimization estate probability by employing Viterbi decoding algorithm, this method could track tar- get trace. The simulation results show that this algorithm can obtain accuracy target' s routing within base station cell resolving probability.
出处 《计算机应用研究》 CSCD 北大核心 2013年第5期1455-1457,1470,共4页 Application Research of Computers
基金 国家"863"计划重点资助项目(2011AA010604)
关键词 目标轨迹跟踪 隐马尔可夫模型 维特比译码 target trace tracking hidden Markov model Viterbi decoding
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参考文献12

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