Machine-Learning-Aided Self-Powered Assistive Physical Therapy Devices

An expanding elderly population and people with disabilities pose considerable challenges to the current healthcare system. As a practical technology that integrates systems and services, assistive physical therapy devices are essential to maintain or to improve an individual's functioning and independence, thus promoting their well-being. Given technological advancements, core components of self-powered sensors and optimized machine-learning algorithms will play innovative roles in providing assistive services for unmet global needs. In this Perspective, we provide an overview of the latest developments in machine-learning-aided assistive physical therapy devices based on emerging self-powered sensing systems and a discussion of the challenges and opportunities in this field.

Automated summary

The increasing elderly and disabled population pose challenges to the healthcare system. Assistive physical therapy devices, utilizing self-powered sensors and optimized machine-learning algorithms, play a crucial role in promoting well-being and independence. Technological advancements in this field offer innovative solutions to meet global needs.