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首页> 外文期刊>IEEE Transactions on Robotics >Simultaneous Calibration of Multicoordinates for a Dual-Robot System by Solving the AXB = YCZ Problem
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Simultaneous Calibration of Multicoordinates for a Dual-Robot System by Solving the AXB = YCZ Problem

机译:通过求解AXB = YCZ问题,同时校准双机器人系统的多元

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摘要

Multirobot systems have shown great potential in dealing with complicated tasks that are impossible for a single robot to achieve. One essential problem encountered in cooperatively working of the multirobot systems is the unknown initial transformation relationships from hand to eye, base to base, and flange to tool. In this article, the problem of multicoordinates calibration for a dual-robot system is formulated to a matrix equation AXB = YCZ. A novel approach for simultaneously solving the unknowns in equation AXB = YCZ is proposed, which is composed of a closed form method based on the Kronecker product and an iterative method which converts the calculation of a nonlinear problem to an optimization problem of a strictly convex function. The closed form method is used to quickly obtain an initial estimation for the iterative method to improve the efficiency and accuracy of iteration. In addition, a series of conditions on the solvability of the problem are proposed to guide the operators to select appropriate robot attitudes during the calibration process. To show the feasibility and superiority of the proposed iterative method, two other calibration methods are chosen to be compared to the proposed method through simulation and practical experiments. The comparison results verify the superiority of the proposed method in accuracy, efficiency, and stability.
机译:多罗频系统在处理复杂任务方面表现出极大的潜力,这些任务是不可能实现的。在多利可摩托系统合作工作中遇到的一个重要问题是从手到眼睛,基地到基础的未知初始转换关系,以及法兰到工具。在本文中,将双机器人系统的多元校准问题配制到矩阵方程AXB = YCZ。提出了一种用于同时求解等式AXB = YCZ中未知的新方法,其由基于Kronecker产品的闭合形式方法和迭代方法组成,该方法将非线性问题的计算转换为严格凸起的优化问题。闭合表单方法用于快速获得迭代方法以提高迭代效率和准确性的初始估计。此外,提出了一系列关于解决问题的可解性的条件,以指导操作员在校准过程中选择适当的机器人态度。为了表明所提出的迭代方法的可行性和优越性,通过模拟和实际实验将另外两种校准方法选择了与所提出的方法进行比较。比较结果在准确性,效率和稳定性中验证了所提出的方法的优越性。

著录项

  • 来源
    《IEEE Transactions on Robotics》 |2021年第4期|1172-1185|共14页
  • 作者单位

    Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China;

    Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China;

    Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China;

    Wuhan Univ Technol Hubei Key Lab Adv Technol Automot Components Wuhan 430070 Peoples R China;

    Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China;

    Univ Toronto Dept Mech & Ind Engn Toronto ON M5S 2E8 Canada|Univ Toronto Robot Inst Toronto ON M5S 2E8 Canada;

    Huazhong Univ Sci & Technol State Key Lab Digital Mfg Equipment & Technol Wuhan 430074 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Robots; Calibration; Robot sensing systems; Iterative methods; Probabilistic logic; Multi-robot systems; Kinematics; AXB = YCZ; calibration and identification; dual arm manipulation; multirobot systems;

    机译:机器人;机器人传感系统;迭代方法;概率逻辑;多机器人系统;运动学;AXB = YCZ;校准和识别;双臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操纵;多臂操作;

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