基于自动机模型数据关联性能评估算法

Method of Data Association Performance Evaluation Based on Automata Theory Consistency and Reachability Analysis

  • 摘要: 提出了一种基于自动机理论的性能评估方法,通过在有限自动机模型中增加描述观测的时间序列,来扩展其对数据关联过程的表达能力;使用时序有限自动机模型来描述关联处理算法的模型;使用带时间属性的字符串表示目标航迹。对数据关联的时序有限自动机模型进行一致性和可达性分析,并在此基础上给出了性能评估算法。实验结果证明该方法可以有效地评价关联算法的性能。

     

    Abstract: The research goal of data association in the past has primarily focused on establishing a computational approach for association processing algorithms. In this paper, a performance evaluation model is proposed for data association based on temporal finit automata. An algorithm for checking the consistency and reachability of the model is developed. A simulation experiment illustrates the effectiveness of this method in the analysis and verification of the performance of data association algorithms.

     

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