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Forward Inverse Relaxation Model Incorporating Movement Duration Optimization

机译:转发逆放松模型包含运动持续时间优化

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摘要

A computational trajectory formation model based on the optimization principle, which introduces the forward inverse relaxation model (FIRM) as the hardware and algorithm, represents the features of human arm movements well. However, in this model, the movement duration was defined as a given value and not as a planned value. According to considerable empirical facts, movement duration changes depending on task factors, such as required accuracy and movement distance thus, it is considered that there are some criteria that optimize the cost function. Therefore, we propose a FIRM that incorporates a movement duration optimization module. The movement duration optimization module minimizes the weighted sum of the commanded torque change term as the trajectory cost, and the tolerance term as the cost of time. We conducted a behavioral experiment to examine how well the movement duration obtained by the model reproduces the true movement. The results suggested that the model movement duration was close to the true movement. In addition, the trajectory generated by inputting the obtained movement duration to the FIRM reproduced the features of the actual trajectory well. These findings verify the use of this computational model in measuring human arm movements.
机译:基于优化原理的计算轨迹形成模型,介绍了前向反向松弛模型(公司)作为硬件和算法,代表了人臂运动的特征。然而,在该模型中,移动持续时间被定义为给定值而不是作为计划值。根据相当大的经验事实,运动持续时间根据任务因素而变化,例如所需的精度和移动距离,因此认为存在一些优化成本函数的标准。因此,我们提出了一种包含运动持续时间优化模块的公司。移动持续时间优化模块最小化指令扭矩变化项的加权和作为轨迹成本,并且公差项作为时间成本。我们进行了一种行为实验,以检查模型中获得的运动持续时间如何再现真正的运动。结果表明,模型运动持续时间接近真正的运动。另外,通过将所获得的运动持续时间输入到公司而生成的轨迹再现了实际轨迹的特征。这些发现验证了这种计算模型在测量人臂运动方面的使用。

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