论文标题
触觉共享控制可提高肌电假体期间的神经效率
Haptic Shared Control Improves Neural Efficiency During Myoelectric Prosthesis Use
论文作者
论文摘要
临床肌电假体缺乏有效,准确地完成日常生活活动所需的感觉反馈和足够的灵活性。已单独证明,向用户提供相关环境线索的触觉反馈或将假体浸入自主控制机构以改善假体实用程序。然而,很少有研究研究了将这两种方法结合在共享控制范式中的效果,并且从神经效率的角度(任务表现与直接从大脑中测量的任务表现与心理努力之间的关系)评估了这种方法。在这项工作中,我们分析了30位非公认参与者的神经效率,以易碎物体的掌握和提升任务。在这里,将带有握把力的颤音反馈和握把自主控制的肌电假体与带有有或没有纤维状运动反馈的标准肌电假体进行了比较。为了衡量精神努力,我们在实验过程中使用功能近红外光谱捕获了前额叶皮层活性的变化。结果表明,只有触觉共享控制系统才能使用户达到高神经效率,而颤振反馈对于用适当的握力抓住很重要。这些结果表明,触觉共享控制系统协同结合了触觉反馈和自主控制器的好处,并且对肌电假体技术中的这种混合进步进行了充分的启动。
Clinical myoelectric prostheses lack the sensory feedback and sufficient dexterity required to complete activities of daily living efficiently and accurately. Providing haptic feedback of relevant environmental cues to the user or imbuing the prosthesis with autonomous control authority have been separately shown to improve prosthesis utility. Few studies, however, have investigated the effect of combining these two approaches in a shared control paradigm, and none have evaluated such an approach from the perspective of neural efficiency (the relationship between task performance and mental effort measured directly from the brain). In this work, we analyzed the neural efficiency of 30 non-amputee participants in a grasp-and-lift task of a brittle object. Here, a myoelectric prosthesis featuring vibrotactile feedback of grip force and autonomous control of grasping was compared with a standard myoelectric prosthesis with and without vibrotactile feedback. As a measure of mental effort, we captured the prefrontal cortex activity changes using functional near infrared spectroscopy during the experiment. Results showed that only the haptic shared control system enabled users to achieve high neural efficiency, and that vibrotactile feedback was important for grasping with the appropriate grip force. These results indicate that the haptic shared control system synergistically combines the benefits of haptic feedback and autonomous controllers, and is well-poised to inform such hybrid advancements in myoelectric prosthesis technology.