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首页> 外文期刊>Frontiers in Neurorobotics >Whole Body Awareness for Controlling a Robotic Transfemoral Prosthesis
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Whole Body Awareness for Controlling a Robotic Transfemoral Prosthesis

机译:控制机器人经股假体的全身意识

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Restoring locomotion functionality of transfemoral amputees is essential for early rehabilitation treatment and for preserving mobility and independence in daily life. Research in wearable robotics fostered the development of innovative active mechatronic lower-limb prostheses designed with the goal to reduce the cognitive and physical effort of lower-limb amputees in rehabilitation and daily life activities. To ensure benefits to the users, active mechatronic prostheses are expected to be aware of the user intention and properly interact in a closed human-in-the-loop paradigm. In the state of the art various cognitive interfaces have been proposed to online decode the user's intention. Electromyography in combination with mechanical sensing such as inertial or pressure sensors is a widely adopted solution for driving active mechatronic prostheses. In this framework, researchers also explored targeted muscles re-innervation for an objective-oriented surgical amputation promoting wider usability of active prostheses. However, information kept by the neural component of the cognitive interface deteriorates in a prolonged use scenario due to electrodes-related issues, thereby undermining the correct functionality of the active prosthesis. The objective of this work is to present a novel controller for an active transfemoral prosthesis based on whole body awareness relying on a wireless distributed non-invasive sensory apparatus acting as cognitive interface. A finite-state machine controller based on signals monitored from the wearable interface performs subject-independent intention detection of functional tasks such as ground level walking, stair ascent, and sit-to-stand maneuvres and their main sub-phases. Experimental activities carried out with four transfemoral amputees (among them one dysvascular) demonstrated high reliability of the controller capable of providing 100% accuracy rate in treadmill walking even for weak subjects and low walking speeds. The minimum success rate was of 94.8% in performing sit-to-stand tasks. All the participants showed high confidence in using the transfemoral active prosthesis even without training period thanks to intuitiveness of the whole body awareness controller.
机译:恢复经股截肢者的运动功能对于早期康复治疗以及维持日常生活中的活动性和独立性至关重要。可穿戴机器人技术的研究促进了新型主动式机电一体化下肢假体的开发,其目的是减少下肢截肢者在康复和日常生活活动中的认知和体力。为了确保给用户带来好处,人们期望有源机电一体化假体了解用户的意图并在封闭的“人在回路中”范例中进行适当的交互。在现有技术中,已经提出了各种认知接口来在线解码用户的意图。肌电结合机械感应(例如惯性或压力传感器)是驱动有源机电假体的广泛采用的解决方案。在这种框架下,研究人员还探索了针对性的肌肉再支配技术,以实现客观的外科截肢术,从而促进了主动假体的广泛使用。然而,由于电极相关的问题,在长时间使用的情况下,认知界面的神经成分所保存的信息会恶化,从而破坏了活动假体的正确功能。这项工作的目的是提出一种新型的主动式股骨假体控制器,该控制器基于全身认知,依赖于无线分布式无创传感设备作为认知界面。基于可穿戴式界面监控的信号的有限状态机控制器对功能任务(例如,地面行走,楼梯上升和坐姿操作及其主要子阶段)执行与对象无关的意图检测。用四个经股截肢者(其中有一个血管失调)进行的实验活动表明,该控制器具有很高的可靠性,即使在弱者和低步行速的情况下,也能在跑步机上提供100%的准确率。在执行从坐到站的任务时,最低成功率为94.8%。由于全身意识控制器的直观性,所有参与者都对使用经股活体假体表现出高度的信心,即使没有训练期也是如此。

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