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Fractional direct and inverse models of the dynamics of a human arm

机译:人类手臂动力学的分数阶正反模型

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摘要

When developing control architectures for physical human-robot interaction, it is often necessary to use a model of the human operator. This paper presents a comparative study of both direct and inverse models of the human arm at the elbow joint, relating the force at the hand with the arm angle and vice versa. Specifically, models of integer and fractional (commensurable and non-commensurable) nature are identified from the experiments. Likewise, for comparison purposes, neural networks models are also obtained. Taking into account their parameter variability, it is shown that fractional models are more adequate to describe human arm behaviour; they are simpler, more exact and with less parameter uncertainty.
机译:在开发用于物理人机交互的控制体系结构时,通常需要使用操作员模型。本文对肘关节处人手臂的正向和反向模型进行了比较研究,将手部的力与手臂的角度相关,反之亦然。具体而言,从实验中鉴定出整数和分数(可比较和不可比较)性质的模型。同样,出于比较目的,还获得了神经网络模型。考虑到它们的参数可变性,分数模型更适合描述人的手臂行为。它们更简单,更精确且参数不确定性更小。

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