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Usability Comparison of Conventional Direct Control Versus Pattern Recognition Control of Transradial Prostheses

机译:Direct骨假体常规直接控制与模式识别控制的可用性比较

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摘要

The goal of this study was to compare the usability of two control schemes for a transradial myoelectric prosthesis, including conventional direct control (DC) and pattern recognition (PR) control, when used by able-bodied individuals. Three types of response measures were captured to assess the control schemes, including learnability, performance, and cognitive workload. Prior research has applied performance and cognitive workload metrics for evaluation of prosthetics; however, workload measures applied in these studies (e.g., heart rate, electroencephalography, and respiration rate) have many limitations. This study used eye tracking to compare cognitive load implications of the different control schemes for a two degrees-of-freedom myoelectric prosthesis. In total, 12 participants were assigned to either control condition (six persons each) or perform a clothespin relocation task. Results revealed the PR scheme to be more intuitive for users and superior to DC across all response measures. We observed a lower learning percentage (i.e., greater learning potential), lower cognitive load, and greater productivity in task performance. This preliminary study illustrates efficacy of using eye-tracking-based measures of cognitive load and standardize test paradigms for assessment of upper limb prosthetic usability and supports PR prosthetic device control as an intuitive alternative to DC.
机译:这项研究的目的是比较两种健全的经radi肌肌电假体控制方案的可用性,其中包括传统的直接控制(DC)和模式识别(PR)控制,供健全人使用。捕获了三种类型的响应措施以评估控制方案,包括可学习性,性能和认知工作量。先前的研究已经将性能和认知工作量指标应用于假体评估。但是,这些研究中采用的工作量指标(例如,心率,脑电图和呼吸频率)有很多局限性。这项研究使用眼动追踪来比较两自由度肌电假体不同控制方案对认知负荷的影响。总共有12位参与者被分配到控制条件下(每位六人)或执行晾衣夹迁移任务。结果表明,PR方案对用户而言更加直观,并且在所有响应措施中均优于DC。我们观察到较低的学习百分比(即更大的学习潜力),较低的认知负担和较高的任务执行效率。这项初步研究说明了使用基于眼动追踪的认知负荷测量方法和标准化测试范例评估上肢假体可用性的功效,并支持PR假体设备控制作为DC的直观替代方案。

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