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Research on Construction Method of Operational Reliability Control Model for Space Manipulator Based on Particle Filter

机译:基于粒子滤波的空间机械臂运行可靠性控制模型构建方法研究

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摘要

The operational reliability of the space manipulator is closely related to the control method. However the existing control methods seldom consider the operational reliability from the system level. A method to construct the operational reliability system control model based on particle filter for the space manipulator is presented in this paper. Firstly, the definition of operational reliability and the degree of operational reliability are given and the state space equations of the control system are established as well. Secondly, based on the particle filter algorithm, a method to estimate the distribution of the end position error and calculate the degree of operational reliability with any form of noise distribution in real time is established. Furthermore, a performance model based on quality loss theory is built and a performance function is obtained to evaluate the quality of the control process. The adjustment value of the end position of the space manipulator can be calculated by using the performance function. Finally, a large number of simulation results show that the control method proposed in this paper can improve the task success rate effectively compared to the simulation results using traditional control methods and control methods based on Bayesian estimation.
机译:空间操纵器的操作可靠性与控制方法密切相关。然而,现有的控制方法很少从系统层面考虑操作可靠性。提出了一种基于粒子滤波的空间机械手运行可靠性系统控制模型的构建方法。首先,给出了运行可靠性的定义和运行可靠性的程度,并建立了控制系统的状态空间方程。其次,基于粒子滤波算法,建立了一种估计终点位置误差分布并实时计算任何形式噪声分布的运行可靠性的方法。此外,建立了基于质量损失理论的性能模型,并获得了性能函数来评估控制过程的质量。可以通过使用性能函数来计算空间操纵器的末端位置的调整值。最后,大量的仿真结果表明,与传统的控制方法和基于贝叶斯估计的控制方法相比,本文提出的控制方法可以有效提高任务成功率。

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  • 来源
    《Mathematical Problems in Engineering》 |2015年第23期|369747.1-369747.11|共11页
  • 作者单位

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

    Beihang Univ, Sch Automat, Beijing 100191, Peoples R China;

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

    Beijing Univ Posts & Telecommun, Sch Automat, Beijing 100876, Peoples R China;

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