Comparison of Cognitive Workload Assessment Techniques in EMG-based Prosthetic Device Studies

Junho Park, Maryam Zahabi
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引用次数: 2

Abstract

Previous studies have found that electromyography (EMG)-based prosthetic devices provide higher grasping force, increase functional performance, and have greater range of motion over conventional prostheses. However, cognitive workload (CW) is still one of the issues that can negatively affect device usability and satisfaction. In order to evaluate CW of prosthetic devices early in the design cycle, it is first necessary to select the most appropriate measures. Therefore, the objectives of this study were to: (1) review the CW measurement techniques used in prior EMG-based prosthetic device evaluations; and (2) provide guidelines to select the most appropriate measurement techniques. The findings suggested that cognitive performance models (CPM), subjective measures, task performance measures, and some physiological measures were sensitive in detecting CW differences among prosthetic device configurations and therefore could be useful tools in usability evaluation of these technologies. However, in order to reduce intrusiveness and cost, methods such as subjective workload measures, task performance, and CPM are more beneficial as compared to physiological measurements. Guidelines proposed in this study can be beneficial to select the most appropriate CW measurement techniques in order to improve sensitivity and accuracy and reduce intrusiveness and cost.
基于肌电图的假体装置研究中认知负荷评估技术的比较
先前的研究发现,基于肌电图(EMG)的假体装置提供更高的抓握力,增加功能性能,并且比传统假体具有更大的运动范围。然而,认知负荷(CW)仍然是影响设备可用性和满意度的问题之一。为了在设计周期的早期评估假体装置的CW,首先需要选择最合适的测量方法。因此,本研究的目的是:(1)回顾之前基于肌电图的假体装置评估中使用的连续波测量技术;(2)为选择最合适的测量技术提供指导。研究结果表明,认知性能模型(CPM)、主观测量、任务性能测量和一些生理测量在检测假肢装置配置之间的连续波差异方面是敏感的,因此可以作为评估这些技术可用性的有用工具。然而,为了减少侵入性和成本,主观工作量测量、任务绩效和CPM等方法比生理测量更有益。本研究提出的指南有助于选择最合适的连续波测量技术,以提高灵敏度和准确性,减少侵入性和成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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