AIMC Topic: Physical Therapy Modalities

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Emotion Recognition from Physiological Channels Using Graph Neural Network.

Sensors (Basel, Switzerland) Apr 13, 2022
In recent years, a number of new research papers have emerged on the application of neural networks in affective computing. One of the newest trends observed is the utilization of graph neural networks (GNNs) to recognize emotions. The study presente...
Entropy Physical Therapy Modalities Recognition, Psychology Neural Networks, Computer Emotions
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Multi-Stream Convolutional Neural Networks for Rotating Machinery Fault Diagnosis under Noise and Trend Items.

Sensors (Basel, Switzerland) Apr 1, 2022
In recent years, rotating machinery fault diagnosis methods based on convolutional neural network have achieved much success. However, in real industrial environments, interfering signals are unavoidable, which may reduce the accuracy of fault diagno...
Noise Physical Therapy Modalities Vibration Neural Networks, Computer Algorithms
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Datasets for Automated Affect and Emotion Recognition from Cardiovascular Signals Using Artificial Intelligence- A Systematic Review.

Sensors (Basel, Switzerland) Mar 25, 2022
Our review aimed to assess the current state and quality of publicly available datasets used for automated affect and emotion recognition (AAER) with artificial intelligence (AI), and emphasising cardiovascular (CV) signals. The quality of such datas...
Humans Artificial Intelligence Emotions Physical Therapy Modalities Electrocardiography
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A Lower Limb Rehabilitation Assistance Training Robot System Driven by an Innovative Pneumatic Artificial Muscle System.

Soft robotics Feb 21, 2022
This study aims to develop the application of pneumatic artificial muscle (PAM) for a 2-degrees of freedom (2-DOF) lower limb rehabilitation assistance training robot system. The proposed lower limb robot system can be divided into two axes, such as ...
Physical Therapy Modalities Gait Muscles Lower Extremity Robotics Humans
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A Transfer Learning Framework with a One-Dimensional Deep Subdomain Adaptation Network for Bearing Fault Diagnosis under Different Working Conditions.

Sensors (Basel, Switzerland) Feb 18, 2022
Accurate and fast rolling bearing fault diagnosis is required for the normal operation of rotating machinery and equipment. Although deep learning methods have achieved excellent results for rolling bearing fault diagnosis, the performance of most me...
Physical Therapy Modalities Vibration Humans Machine Learning Neural Networks, Computer Acclimatization
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Damage Detection in Largely Unobserved Structures under Varying Environmental Conditions: An AutoRegressive Spectrum and Multi-Level Machine Learning Methodology.

Sensors (Basel, Switzerland) Feb 11, 2022
Vibration-based damage detection in civil structures using data-driven methods requires sufficient vibration responses acquired with a sensor network. Due to technical and economic reasons, it is not always possible to deploy a large number of sensor...
Physical Therapy Modalities Vibration Machine Learning Acceleration
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Effects of the Robot-Assisted Gait Training Device Plus Physiotherapy in Improving Ambulatory Functions in Patients With Subacute Stroke With Hemiplegia: An Assessor-Blinded, Randomized Controlled Trial.

Archives of physical medicine and rehabilitation Feb 7, 2022
OBJECTIVE: To investigate the effects of the robot-assisted gait training (RAGT) device plus physiotherapy vs physiotherapy alone in improving ambulatory functions in patients with subacute stroke with hemiplegia.
Humans Prospective Studies Stroke Walking Gait Treatment Outcome Robotics Physical Therapy Modalities Stroke Rehabilitation Gait Disorders, Neurologic Activities of Daily Living Hemiplegia
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Effects of Balance Exercise Assist Robot training for patients with hemiparetic stroke: a randomized controlled trial.

Journal of neuroengineering and rehabilitation Jan 28, 2022
BACKGROUND: Robot-assisted rehabilitation for patients with stroke is promising. However, it is unclear whether additional balance training using a balance-focused robot combined with conventional rehabilitation programs supplements the balance funct...
Stroke Rehabilitation Stroke Humans Exercise Therapy Robotics Physical Therapy Modalities
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Abnormal synergistic gait mitigation in acute stroke using an innovative ankle-knee-hip interlimb humanoid robot: a preliminary randomized controlled trial.

Scientific reports Nov 24, 2021
Abnormal spasticity and associated synergistic patterns are the most common neuromuscular impairments affecting ankle-knee-hip interlimb coordinated gait kinematics and kinetics in patients with hemiparetic stroke. Although patients with hemiparetic ...
Ankle Joint Exoskeleton Device Middle Aged Stroke Rehabilitation Gait Disorders, Neurologic Time Factors Humans Physical Therapy Modalities Functional Status Treatment Outcome Aged Single-Blind Method Gait Biomechanical Phenomena Aged, 80 and over Female Equipment Design Male Range of Motion, Articular Knee Joint Recovery of Function Stroke Hip Joint Robotics
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A New Bearing Fault Diagnosis Method Based on Capsule Network and Markov Transition Field/Gramian Angular Field.

Sensors (Basel, Switzerland) Nov 22, 2021
Compared to time-consuming and unreliable manual analysis, intelligent fault diagnosis techniques using deep learning models can improve the accuracy of intelligent fault diagnosis with their multi-layer nonlinear mapping capabilities. This paper pro...
Vibration Intelligence Humans Physical Therapy Modalities Neural Networks, Computer
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