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Comparative study of state-of-the-art myoelectric controllers for multigrasp prosthetic hands

机译:用于多握假肢手的最新型肌电控制器的比较研究

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摘要

A myoelectric controller should provide an intuitive and effective human-machine interface that deciphers user intent in real-time and is robust enough to operate in daily life. Many myoelectric control architectures have been developed, including pattern recognition systems, finite state machines, and more recently, postural control schemes. Here, we present a comparative study of two types of finite state machines and a postural control scheme using both virtual and physical assessment procedures with seven nondisabled subjects. The Southampton Hand Assessment Procedure (SHAP) was used in order to compare the effectiveness of the controllers during activities of daily living using a multigrasp artificial hand. Also, a virtual hand posture matching task was used to compare the controllers when reproducing six target postures. The performance when using the postural control scheme was significantly better (p < 0.05) than when using the finite state machines during the physical assessment when comparing within-subject averages using the SHAP percent difference metric. The virtual assessment results described significantly greater completion rates (97% and 99%) for the finite state machines, but the movement time tended to be faster (2.7 s) for the postural control scheme. Our results substantiate that postural control schemes rival other state-of-the-art myoelectric controllers.
机译:肌电控制器应提供直观,有效的人机界面,以实时解读用户意图,并且足够健壮,可以在日常生活中运行。已经开发了许多肌电控制体系结构,包括模式识别系统,有限状态机,以及最近的姿势控制方案。在这里,我们对两种类型的有限状态机和使用虚拟和物理评估程序的姿势控制方案进行了比较研究,并使用了七个残疾人。使用南安普敦手评估程序(SHAP)来比较使用多抓握人工手在日常生活活动中控制器的有效性。同样,当再现六个目标姿势时,使用虚拟手姿势匹配任务来比较控制器。当使用SHAP百分比差异量度比较受试者内部平均值时,使用姿势控制方案时的性能明显好于在物理评估期间使用有限状态机时的性能(p <0.05)。虚拟评估结果表明,有限状态机的完成率明显更高(97%和99%),但是对于姿势控制方案,运动时间往往更快(2.7 s)。我们的结果证实了姿势控制方案可与其他最新型的肌电控制器相媲美。

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