AIMC Topic: Wearable Electronic Devices

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Machine Learning Algorithms for Processing and Classifying Unsegmented Phonocardiographic Signals: An Efficient Edge Computing Solution Suitable for Wearable Devices.

Sensors (Basel, Switzerland) Jun 14, 2024
The phonocardiogram (PCG) can be used as an affordable way to monitor heart conditions. This study proposes the training and testing of several classifiers based on SVMs (support vector machines), k-NN (k-Nearest Neighbor), and NNs (neural networks) ...
Phonocardiography Algorithms Wearable Electronic Devices Support Vector Machine Signal Processing, Computer-Assisted Humans Neural Networks, Computer Machine Learning
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Dynamically predicting comprehension difficulties through physiological data and intelligent wearables.

Scientific reports Jun 13, 2024
Comprehending digital content written in natural language online is vital for many aspects of life, including learning, professional tasks, and decision-making. However, facing comprehension difficulties can have negative consequences for learning ou...
Comprehension Wearable Electronic Devices Female Humans Cognition Young Adult Machine Learning Heart Rate Adult Algorithms Male
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Machine Learning Assisted Electronic/Ionic Skin Recognition of Thermal Stimuli and Mechanical Deformation for Soft Robots.

Advanced science (Weinheim, Baden-Wurttemberg, Germany) Jun 12, 2024
Soft robots have the advantage of adaptability and flexibility in various scenarios and tasks due to their inherent flexibility and mouldability, which makes them highly promising for real-world applications. The development of electronic skin (E-ski...
Hydrogels Humans Machine Learning Wearable Electronic Devices Robotics Equipment Design
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Post-stroke hand gesture recognition via one-shot transfer learning using prototypical networks.

Journal of neuroengineering and rehabilitation Jun 12, 2024
BACKGROUND: In-home rehabilitation systems are a promising, potential alternative to conventional therapy for stroke survivors. Unfortunately, physiological differences between participants and sensor displacement in wearable sensors pose a significa...
Female Aged Adult Male Middle Aged Stroke Rehabilitation Humans Wearable Electronic Devices Transfer, Psychology Neural Networks, Computer Hand Gestures Machine Learning Electromyography Stroke
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A portable inflatable soft wearable robot to assist the shoulder during industrial work.

Science robotics Jun 12, 2024
Repetitive overhead tasks during factory work can cause shoulder injuries resulting in impaired health and productivity loss. Soft wearable upper extremity robots have the potential to be effective injury prevention tools with minimal restrictions us...
Exoskeleton Device Shoulder Injuries Shoulder Task Performance and Analysis Industry Shoulder Joint Electromyography Torque Range of Motion, Articular Young Adult Adult Wearable Electronic Devices Humans Biomechanical Phenomena Female Muscle, Skeletal Male Robotics Equipment Design
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Motor assessment of X-linked dystonia parkinsonism via machine-learning-based analysis of wearable sensor data.

Scientific reports Jun 9, 2024
X-linked dystonia parkinsonism (XDP) is a neurogenetic combined movement disorder involving both parkinsonism and dystonia. Complex, overlapping phenotypes result in difficulties in clinical rating scale assessment. We performed wearable sensor-based...
Humans Machine Learning Female Adult Male Gait Middle Aged Parkinsonian Disorders Severity of Illness Index Dystonic Disorders Wearable Electronic Devices Genetic Diseases, X-Linked
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AiCarePWP: Deep learning-based novel research for Freezing of Gait forecasting in Parkinson.

Computer methods and programs in biomedicine Jun 7, 2024
BACKGROUND AND OBJECTIVES: Episodes of Freezing of Gait (FoG) are among the most debilitating motor symptoms of Parkinson's Disease (PD), leading to falls and significantly impacting patients' quality of life. Accurate assessment of FoG by neurologis...
Parkinson Disease Walking Gait Accelerometry Deep Learning Humans Wearable Electronic Devices Fuzzy Logic Neural Networks, Computer Gait Disorders, Neurologic Algorithms Female Aged Male
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Predicting Musculoskeletal Loading at Common Running Injury Locations Using Machine Learning and Instrumented Insoles.

Medicine and science in sports and exercise Jun 6, 2024
INTRODUCTION: Wearables have the potential to provide accurate estimates of tissue loads at common running injury locations. Here we investigate the accuracy by which commercially available instrumented insoles (ARION; ATO-GEAR, Eindhoven, The Nether...
Machine Learning Female Young Adult Adult Humans Neural Networks, Computer Achilles Tendon Tibia Patellofemoral Joint Weight-Bearing Biomechanical Phenomena Male Wearable Electronic Devices Running Foot Orthoses Shoes Athletic Injuries
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Active Fabrics With Controllable Stiffness for Robotic Assistive Interfaces.

Advanced materials (Deerfield Beach, Fla.) Jun 6, 2024
Assistive interfaces enable collaborative interactions between humans and robots. In contrast to traditional rigid devices, conformable fabrics with tunable mechanical properties have emerged as compelling alternatives. However, existing assistive fa...
Robotics Equipment Design Mechanical Phenomena Textiles Humans Wearable Electronic Devices
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A machine learning contest enhances automated freezing of gait detection and reveals time-of-day effects.

Nature communications Jun 6, 2024
Freezing of gait (FOG) is a debilitating problem that markedly impairs the mobility and independence of 38-65% of people with Parkinson's disease. During a FOG episode, patients report that their feet are suddenly and inexplicably "glued" to the floo...
Female Male Wearable Electronic Devices Parkinson Disease Humans Gait Machine Learning Gait Disorders, Neurologic Algorithms
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