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Updated: Nov 19, 2025

Movement Retraining using Real-time Feedback of Performance
Published on: January 17, 2013
Forward Inverse Relaxation Model Incorporating Movement Duration Optimization
Misaki Takeda1, Isao Nambu1, Yasuhiro Wada1
1Graduate School of Engineering, Nagaoka University of Technology, Nagaoka, Niigata 940-2188, Japan.
Abstract:
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.
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