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Identifiability of the Dynamic Parameters of a Class of Parallel Robots in the Presence of Measurement Noise and Modeling Discrepancy

机译:存在测量噪声和建模差异时一类并联机器人动力学参数的可辨识性

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摘要

Advanced model-based control schemes and the solution of the direct dynamic problem require accurate knowledge of the dynamic parameters of robotic systems, mainly the inertial properties of the links and the friction parameters at the kinematic joints. A well-known and a very useful tool for their determination is through a dynamic identification process. Normally, in this process, only a subset of the dynamic parameters of a robot, known as "base parameters," can be identified. When parameter identification is performed experimentally, not all the aspects of the robot can be modeled in detail. Moreover, measurement variables are affected by noise. These sources of error lead to the fact that not all the base parameters can be properly identified. Therefore, in this paper, the identifiability of the dynamic parameters of a class of parallel robot, in the presence of noise in measurement and discrepancy in modeling, is addressed. The analysis is carried out by means of a simulated robot and over an actual parallel 3-RPS robot.
机译:基于高级模型的控制方案和直接动力学问题的解决方案需要对机器人系统的动力学参数有准确的了解,主要是连杆的惯性和运动关节处的摩擦参数。用于确定它们的一种众所周知且非常有用的工具是通过动态识别过程。通常,在此过程中,只能识别机器人动态参数的一个子集,即“基本参数”。通过实验执行参数识别时,并非可以对机器人的所有方面进行详细建模。此外,测量变量会受到噪声的影响。这些错误源导致无法正确识别所有基本参数的事实。因此,在本文中,解决了在测量中存在噪声和建模中存在差异的情况下,一类并行机器人的动态参数的可识别性。通过模拟机器人并通过实际的并行3-RPS机器人进行分析。

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