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INTERACTIVE T-S FUZZY SEMANTIC MODEL ESTIMATION METHOD AND SYSTEM, AND COMPUTER READABLE STORAGE MEDIUM

机译:交互式t-s模糊语义模型估计方法,系统及计算机可读存储介质

摘要

An interactive T-S fuzzy semantic model estimation method and system, and a computer readable storage medium, being used for target tracking, solving the problem that the robustness and accuracy of search results are reduced as existing filtering algorithms can hardly satisfy system performance requirements. Said method comprises: different language values used defining different fuzzy semantic sets in a T-S fuzzy model; setting a probability conversion method between the fuzzy semantic sets; performing fuzzy interaction of the initial state of a target, to obtain a mixed initial state estimation of the target and a mixed initial state covariance; performing nonlinear filtering processing on the mixed initial state estimation and the mixed initial state covariance, to obtain an updated state and an updated state covariance; calculating and updating premise parameters of the T-S fuzzy model, to obtain updated premise parameters; calculating a standardized model probability; obtaining a state estimation of the target and a covariance estimation; and estimating the motion state of the target, thereby increasing the robustness and accuracy of research results.
机译:一种用于目标跟踪的交互式T-S模糊语义模型估计方法和系统以及计算机可读存储介质,解决了现有过滤算法难以满足系统性能要求,降低了搜索结果的鲁棒性和准确性的问题。所述方法包括:用于在T-S模糊模型中定义不同模糊语义集的不同语言值;在模糊语义集之间设置概率转换方法;对目标的初始状态进行模糊交互,以获得目标的混合初始状态估计和混合初始状态协方差;对混合初始状态估计和混合初始状态协方差进行非线性滤波处理,得到更新后的状态和更新后的状态协方差;计算和更新T-S模糊模型的前提参数,以获得更新的前提参数;计算标准化模型概率;获得目标的状态估计和协方差估计;并估计目标的运动状态,从而提高研究结果的鲁棒性和准确性。

著录项

  • 公开/公告号WO2020113354A1

    专利类型

  • 公开/公告日2020-06-11

    原文格式PDF

  • 申请/专利权人 SHENZHEN UNIVERSITY;

    申请/专利号WO2018CN118845

  • 发明设计人 LI LIANGQUN;XIE WEIXIN;LIU ZONGXIANG;

    申请日2018-12-03

  • 分类号G06F17/27;

  • 国家 WO

  • 入库时间 2022-08-21 11:10:53

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