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A context-aware application to increase elderly users compliance with physical rehabilitation exercises at home via animatronic biofeedback

机译:一种上下文相关的应用程序,通过电子动画生物反馈提高老年人在家中进行物理康复锻炼的依从性

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摘要

Biofeedback from physical rehabilitation exercises has proved to lead to faster recovery, better outcomes, and increased patient motivation. In addition, it allows the physical rehabilitation processes carried out at the clinic to be complemented with exercises performed at home. However, currently existing approaches rely mostly on audio and visual reinforcement cues, usually presented to the user on a computer screen or a mobile phone interface. Some users, such as elderly people, can experience difficulties to use and understand these interfaces, leading to non-compliance with the rehabilitation exercises. To overcome this barrier, latest biosignal technologies can be used to enhance the efficacy of the biofeedback, decreasing the complexity of the user interface. In this paper we propose and validate a context-aware framework for the use of animatronic biofeedback, as a way of potentially increasing the compliance of elderly users with physical rehabilitation exercises performed at home. In the scope of our work, animatronic biofeedback entails the use of pre-programmed actions on a robot that are triggered in response to certain changes detected in the users biomechanical or electrophysiological signals. We use electromyographic and accelerometer signals, collected in real time, to monitor the performance of the user while executing the exercises, and a mobile robot to provide animatronic reinforcement cues associated with their correct or incorrect execution. A context-aware application running on a smartphone aggregates the sensor data and controls the animatronic feedback. The acceptability of the animatronic biofeedback has been tested on a set of volunteer elderly users, and results suggest that the participants found the animatronic feedback engaging and of added value.
机译:物理康复锻炼产生的生物反馈已被证明可以加快康复速度,改善结局并增加患者动力。此外,它还允许在诊所进行的身体康复过程与在家进行的锻炼相辅相成。但是,当前存在的方法主要依赖于音频和视觉增强提示,通常在计算机屏幕或移动电话界面上向用户显示这些提示。一些用户,例如老年人,可能会在使用和理解这些界面时遇到困难,从而导致不遵守康复练习。为了克服这一障碍,可以使用最新的生物信号技术来增强生物反馈的功效,从而降低用户界面的复杂性。在本文中,我们提出并验证了使用动画生物反馈的情境感知框架,以作为一种潜在地增加老年人对在家进行物理康复锻炼的依从性的方法。在我们的工作范围内,动画生物反馈需要在机器人上使用预先编程的动作,这些动作是根据用户在生物力学或电生理信号中检测到的某些变化而触发的。我们使用实时收集的肌电图和加速度计信号来监视用户在执行练习时的表现,并使用移动机器人来提供与正确或不正确执行相关的动画增强提示。在智能手机上运行的上下文感知应用程序会汇总传感器数据并控制动画电子反馈。已在一组自愿的老年用户中测试了电子模拟生物反馈的可接受性,结果表明,参与者发现电子模拟反馈具有吸引力并具有附加价值。

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