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Inertial parameter identification using contact force information for an unknown object captured by a space manipulator

机译:利用接触力信息对空间操纵器捕获的未知物体进行惯性参数识别

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摘要

This Paper presents a novel identification method for the intact inertial parameters of an unknown object in Space captured by a manipulator in a space robotic system. With strong dynamic and kinematic coupling existing in the robotic system, the inertial parameter identification of the unknown object is essential for the ideal control strategy based on changes in the attitude and trajectory of the space robot via capturing operations. Conventional studies merely refer to the principle and theory of identification, and an error analysis process of identification is deficient for a practical scenario. To solve this issue, an analysis of the effect of errors on identification is illustrated first, and the accumulation of measurement or estimation errors causing poor, identification precision is demonstrated. Meanwhile, a modified identification equation incorporating the contact force, as well as the force/torque of the end-effector, is proposed to weaken the accumulation of errors and improve the identification accuracy. Furthermore, considering a severe disturbance condition caused by various measured noises, the hybrid immune algorithm, Recursive Least Squares and Affine Projection Sign Algorithm (RLS-APSA), is employed to decode the modified identification equation to ensure a stable identification property. Finally, to verify the validity of the proposed identification method, the co-simulation of ADAMS-MATLAB is implemented by multi-degree of freedom models of a space robotic system, and the numerical results show a precise and stable identification performance, which is able to guarantee the execution of aerospace operations and prevent failed control strategies.
机译:本文提出了一种新颖的识别方法,用于识别空间机器人系统中的机械手捕获的空间中未知物体的完整惯性参数。由于机器人系统中存在强大的动态和运动学耦合,因此未知对象的惯性参数识别对于基于捕获操作的空间机器人姿态和轨迹变化的理想控制策略至关重要。常规研究仅涉及识别的原理和理论,并且对于实际情况缺乏识别的错误分析过程。为了解决这个问题,首先说明了误差对识别的影响,并说明了导致识别精度不佳的测量误差或估计误差的累积。同时,提出了一种改进的识别方程,该方程结合了接触力以及末端执行器的力/扭矩,从而减少了误差的累积并提高了识别精度。此外,考虑到由各种测得的噪声引起的严重干扰条件,采用混合免疫算法,递归最小二乘和仿射投影符号算法(RLS-APSA)对修改后的识别方程进行解码,以确保稳定的识别性能。最后,为验证所提出的识别方法的有效性,通过空间机器人系统的多自由度模型对ADAMS-MATLAB进行了联合仿真,数值结果表明了该方法的精确,稳定的识别性能。确保执行航空航天业务并防止失败的控制策略。

著录项

  • 来源
    《Acta astronautica 》 |2017年第2期| 69-82| 共14页
  • 作者单位

    Beihang Univ, Sch Instrument Sci & Optoelect, 37 Xueyuan Rd, Beijing 100191, Peoples R China;

    Beihang Univ, Sch Instrument Sci & Optoelect, 37 Xueyuan Rd, Beijing 100191, Peoples R China;

    Shanghai Inst Spaceflight Control Technol, Shanghai Key Lab Aerosp Intelligent Control Techn, 1555 Zhongchun Rd, Shanghai 201109, Peoples R China;

    Shanghai Inst Spaceflight Control Technol, Shanghai Key Lab Aerosp Intelligent Control Techn, 1555 Zhongchun Rd, Shanghai 201109, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Space unknown object; Inertial parameter; Contact force; RLS-APSA; Identification;

    机译:空间未知物体惯性参数接触力RLS-APSA识别;

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