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An Adaptive Controller with Guarantee of Better Conditioning of the Robot Manipulator Joint-Space Inertia Matrix

机译:保证机器人机械手关节空间惯性矩阵更好状态的自适应控制器

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The ill-conditioning of the joint-space inertia matrix plays an important role in the dynamic behavior of robot manipulators, as well as in the controllers' performance. Indeed, due to the ill-conditioning, small perturbations in the system can produce large changes in the numerical solutions, which can lead to instability. Moreover, this characteristic is intrinsic to a phenomenon of ill-conditioning in the mechanism itself, which suggests that it may be more difficult to control the mechanism. In this context, this paper proposes an adaptive controller to be used together with an algorithm that ensures better conditioning of the inertia matrix. To evaluate the proposed technique, we compared it with two widely used controllers via statistical analysis. The results showed that the proposed adaptive controller presents a better performance than the one based on the inverse dynamics with feedback linearization, and similar results when compared to a PID controller with gravity compensation.
机译:关节空间惯性矩阵的不良状态在机器人操纵器的动态行为以及控制器的性能中起着重要作用。实际上,由于病态,系统中的小扰动会在数值解中产生较大的变化,从而可能导致不稳定。此外,该特征是机制本身的不良状况所固有的,这表明控制机制可能更加困难。在这种情况下,本文提出了一种自适应控制器,该算法与确保更好地调节惯性矩阵的算法一起使用。为了评估所提出的技术,我们通过统计分析将其与两个广泛使用的控制器进行了比较。结果表明,所提出的自适应控制器的性能优于基于带有反馈线性化的逆动力学的自适应控制器,并且与具有重力补偿的PID控制器相比,具有相似的结果。

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