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RESEARCH PAPER · ACS Nano · 2021

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

Xiao Xiao, Yunsheng Fang, Xiao Xiao, Jing Hua Xu, Jun Chen

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Machine-Learning-Aided Self-Powered Assistive Physical Therapy DevicesOriginalPiezoelectric nanogenerators for personalized healthcare434Thermogalvanic hydrogels for self-powered temperature monitoring in extreme environments70Wireless Smart Gloves with Ultra-Stable and All-Recyclable Liquid Metal-Based Sensing Fibers for Hand Gesture Recognition26Wearable Pressure Sensors for Pulse Wave Monitoring878Machine-Learning-Assisted Recognition on Bioinspired Soft Sensor Arrays119Self‐Powered Gesture Recognition Wristband Enabled by Machine Learning for Full Keyboard and Multicommand Input215Progress of Advanced Devices and Internet of Things Systems as Enabling Technologies for Smart Homes and Health Care88Self-powered environmental monitoring via a triboelectric nanogenerator140Bioinspired acoustic textiles with nanoscale vibrations for wearable biomonitoring46Ergonomic Design and Performance Evaluation of H-Suit for Human Walking6Trajectory Planning and Simulation Study of Redundant Robotic Arm for Upper Limb Rehabilitation Based on Back Propagation Neural Network and Genetic Algorithm27Deep Learning Assisted Body Area Triboelectric Hydrogel Sensor Network for Infant Care148Kirigami‐Inspired Pressure Sensors for Wearable Dynamic Cardiovascular Monitoring204Self‐Powered All‐Optical Tactile Sensing Platform for User‐Interactive Interface38Highly efficient liquid droplet manipulation via human-motion-induced direct charge injection37A programmable magnetoelastic sensor array for self-powered human–machine interface91Machine learning approach identified clusters for patients with low cardiac output syndrome and outcomes after cardiac surgery5Progress in Hybridization of Covalent Organic Frameworks and Metal–Organic Frameworks106Debonding‐On‐Demand Polymeric Wound Patches for Minimal Adhesion and Clinical Communication37Textile-Triboelectric nanogenerators (T-TENGs) for wearable energy harvesting devices164Self‐Powered Smart Gloves Based on Triboelectric Nanogenerators43Using Deep Learning for Task and Tremor Type Classification in People with Parkinson’s Disease19Topological Nanofibers Enhanced Piezoelectric Membranes for Soft Bioelectronics65Advances in Bioinspired Triboelectric Nanogenerators41Advances in Photoplethysmography for Personalized Cardiovascular Monitoring24Recent Progress in Advanced Units of Triboelectric Electronic Skin23Advances in solid-state fiber batteries for wearable bioelectronics49Bio-inspired artificial synaptic transistors: evolution from innovative basic units to system integration45Functional material-mediated wireless physical stimulation for neuro-modulation and regeneration12Selected Artificial Intelligence Technologies in the Practice of the Clinician and Researcher in Physiotherapy1Triboelectric Nanogenerator for Tactile Sensing and AI0Triboelectric Nanogenerator for Tactile Sensing and AI2Implantable Triboelectric Nanogenerators for Self‐Powered Cardiovascular Healthcare92Multichannel Gradient Piezoelectric Transducer Assisted with Deep Learning for Broadband Acoustic Sensing46Advances in Wearable Strain Sensors Based on Electrospun Fibers193Programmable tactile feedback system for blindness assistance based on triboelectric nanogenerator and self-excited electrostatic actuator17Smart textiles for self-powered biomonitoring125Bioinspired nanomaterials for wearable sensing and human-machine interfacing35Algorithm and simulation study of oil painting classification based on visual perception and improved embedded learning6Stretchable Thermoelectric Fibers with Three-Dimensional Interconnected Porous Network for Low-Grade Body Heat Energy Harvesting96Tracing the Flu Symptom Progression via a Smart Face Mask31Optical Integration in Wearable, Implantable and Swallowable Healthcare Devices24Self-healing electrical bioadhesive interface for electrophysiology recording37Application of hydrogel for energy storage and conversion36Ionic hydrogels-based triboelectric nanogenerators for self-powered human–machine interfaces13Biomaterials and bioelectronics for self-powered neurostimulation38Artificial intelligence-powered electronic skin255Artificial Intelligence and Its Revolutionary Role in Physical and Mental Rehabilitation: A Review of Recent Advancements67Self-powered eye-computer interaction via a triboelectric nanogenerator34Materials-Driven Soft Wearable Bioelectronics for Connected Healthcare411Flexible Metasurfaces for Multifunctional Interfaces114Shear thickening and charge-storing interlayer-based all-aerosol-sprayed wearable triboelectric sensor for industrial wireless human-machine interfaces12The future of burn management: How can machine learning lead to a revolution in improving the rehabilitation of burn patients?3Surface modified and advanced magnetoelastic sensors for biomedical application8Advances in triboelectric nanogenerators for self‐powered wearable respiratory monitoring95Soft electronics for advanced infant monitoring34Bioinspired Wearable Pulse Sensors for Ambulant Cardiovascular Monitoring and Biometric Authentication37Advances in Machine Learning for Wearable Sensors136Using augmented intelligence to improve long term outcomes13D printing of active mechanical metamaterials: A critical review116E-Skin and Its Advanced Applications in Ubiquitous Health Monitoring39Design of a supersoft, ultra-stretchable, and 3D printable hydrogel electrical bioadhesive interface for electromyography monitoring14Advances in luminescent fibers for interactive smart textiles17Revolutionizing wearable sustainable energy enabled by mechano-electric conversion fibers36Soft Robotics for Parkinson’s Disease Supported by Functional Materials and Artificial Intelligence11Stretchable Polymer Hydrogels Based Flexible Triboelectric Nanogenerators for Self-Powered Bioelectronics16Non-hand-worn, load-free VR hand rehabilitation system assisted by deep learning based on ionic hydrogel64Wearable Biomonitoring with 2D Carbon‐Based Nanocomposite Hydrogels7Investigating horn power and impact of sonication on TiO2@cotton composites with machine learning and computer vision9Knowledge Towards Artificial Intelligence among Physical Therapists Working in Pakistan0AI‐Driven TENGs for Self‐Powered Smart Sensors and Intelligent Devices80Ear‐Area Soft Electronics for Advanced Healthcare Monitoring10Deep learning-enhanced anti-noise triboelectric acoustic sensor for human-machine collaboration in noisy environments41Advancements in hydrogel materials for next-generation energy devices: properties, applications, and future prospects15Sustainable cancer therapy13A Wrist Brace with Integrated Piezoelectric Sensors for Real-Time Biomechanical Monitoring in Weightlifting2Synergizing Nanosensor-Enhanced Wearable Devices with Machine Learning for Precision Health Management Benefiting Older Adult Populations33Self‐powered triboelectric‐electromagnetic composite sensor based on Kresling structure for AIoT ‐assisted rehabilitation applications13Employee wellbeing: A computational review on the consequences of workplace automation8Triboelectric nanogenerator technology for city self-purification: efficient high-entropy energy harvesting and effective pollutant purification in the environment10Microneedles biosensors for disease diagnosis: From fabrication to AI enhancement5Structural design and optimization techniques for the rotational triboelectric nanogenerators – An overview3AI empowered next-generation smart gloves: Cross-scale integration of functional materials, actuation, and sensing1

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  2. Thermogalvanic hydrogels for self-powered temperature monitoring in extreme environments

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  3. Wireless Smart Gloves with Ultra-Stable and All-Recyclable Liquid Metal-Based Sensing Fibers for Hand Gesture Recognition

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  6. Self‐Powered Gesture Recognition Wristband Enabled by Machine Learning for Full Keyboard and Multicommand Input

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  11. Trajectory Planning and Simulation Study of Redundant Robotic Arm for Upper Limb Rehabilitation Based on Back Propagation Neural Network and Genetic Algorithm

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  12. Deep Learning Assisted Body Area Triboelectric Hydrogel Sensor Network for Infant Care

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  13. Kirigami‐Inspired Pressure Sensors for Wearable Dynamic Cardiovascular Monitoring

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  15. Highly efficient liquid droplet manipulation via human-motion-induced direct charge injection

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  16. A programmable magnetoelastic sensor array for self-powered human–machine interface

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  17. Machine learning approach identified clusters for patients with low cardiac output syndrome and outcomes after cardiac surgery

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  18. Progress in Hybridization of Covalent Organic Frameworks and Metal–Organic Frameworks

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  19. Debonding‐On‐Demand Polymeric Wound Patches for Minimal Adhesion and Clinical Communication

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  20. Textile-Triboelectric nanogenerators (T-TENGs) for wearable energy harvesting devices

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  21. Self‐Powered Smart Gloves Based on Triboelectric Nanogenerators

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  22. Using Deep Learning for Task and Tremor Type Classification in People with Parkinson’s Disease

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