sEMG

sEMG is commonly used in various fields, including sports science, rehabilitation, ergonomics, and biomedical research. It allows researchers and healthcare professionals to assess muscle function, evaluate muscle activity patterns, diagnose neuromuscular disorders, monitor muscle rehabilitation progress, and analyze movement patterns.

I focus on research in the IEEExplore database. It is important to note that the views expressed in the following paper are those of the author and do not reflect my personal opinions. This page collects recent research effort in this line. (Update: May 2024)

System Development for sEMG

Noise

• (2020) “High-Density Surface EMG Denoising Using Independent Vector Analysis”, in IEEE Trans Neural Syst Rehabil Eng. DOI: 10.1109/TNSRE.2020.2987709.

• (2019) “Toward Portable Hybrid Surface Electromyography/A-Mode Ultrasound Sensing for Human–Machine Interface”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2019.2903532.

Hardware components

• (2023) “A Simulated Intelligent Pixelated Electrode Array for Surface Electromyography Sensors”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3345729.

• (2023) “Wireless sEMG Sensor for Neck Muscle Activity Measurement and Posture Classification using Machine Learning”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3329383.

• (2023) “Sensing and controlling strategy for upper extremity prosthetics based on piezoelectric micromachined ultrasound transducer”, in IEEE Trans Biomed Eng. DOI: 10.1109/TBME.2023.3329826.

• (2023) “A MEMS-Based Wearable, Flexible Embedded High-Density Sensor With Self-Adhesive PEDOT:PSS Gel for HD-sEMG Monitoring”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3263877.

• (2023) “A Wearable Co-located Neural-Mechanical Signal Sensing Device for Simultaneous Bimodal Muscular Activity Detection”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3287729.

• (2023) “In-Situ Measuring sEMG and Muscle Shape Change With a Flexible and Stretchable Hybrid Sensor for Hand Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3228514.

• (2023) “Three-Electrode Double-Differential Biopotential Amplifier for Surface EMG Measurements”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3270975.

• (2023) “Using Flexible and Stretchable Surface Electromyography Electrode Array to Evaluate Congenital Muscular Torticollis in Children”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3271650.

• (2023) “Washable Garment-Embedded Textile Electrodes Can Measure High-Quality Surface EMG Data Across a Range of Motor Tasks”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3295773.

• (2022) “2.5D Laser-Cutting-Based Customized Fabrication of Long-Term Wearable Textile sEMG Sensor: From Design to Intention Recognition”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3190620.

• (2022) “An Extended Spatial Transformer Convolutional Neural Network for Gesture Recognition and Self-calibration Based on Sparse sEMG Electrodes”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2022.3222196.

• (2022) “Design and Validation of a Wireless Body Sensor Network for Integrated EEG and HD-sEMG Acquisitions”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3140220.

• (2022) “Error Performance and Mutual Information for IoNT Interface System”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2022.3153637.

• (2022) “MyoKey: Inertial Motion Sensing and Gesture-based QWERTY Keyboard for Extended Realities”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2022.3156939.

• (2022) “Myolink: A 128-Channel, $ ext{18 nV}/\sqrt{ ext{Hz}}$, Embedded Recording System, Optimized for High-Density Surface Electromyogram Acquisition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3170025.

• (2022) “Towards Zero Retraining for Multiday Motion Recognition via a Fully Unsupervised Adaptive Approach and Fabric Myoelectric Armband”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3144323.

• (2022) “User-Tailored Hand Gesture Recognition System for Wearable Prosthesis and Armband Based on Surface Electromyogram”, in IEEE transactions on instrumentation and measurement. DOI: 10.1109/TIM.2022.3217868.

• (2021) “A Novel Waterproof sEMG Electrode Based on Conductive Silicone for Underwater Signal Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3095118.

• (2021) “A Wearable, High-Resolution, and Wireless System for Multichannel Surface Electromyography Detection”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3058987.

• (2021) “Acquisition of Surface EMG Using Flexible and Low-Profile Electrodes for Lower Extremity Neuroprosthetic Control”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2021.3098952.

• (2021) “Cancelable HD-sEMG-Based Biometrics for Cross-Application Discrepant Personal Identification”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3027389.

• (2021) “Design and Characterization of a Textile Electrode System for the Detection of High-Density sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3086860.

• (2021) “Dynamic Surface Electromyography Using Stretchable Screen-Printed Textile Electrodes”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3104972.

• (2021) “Enhancing IoT Security via Cancelable HD-sEMG-Based Biometric Authentication Password, Encoded by Gesture”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2021.3074952.

• (2021) “Neuromuscular Password-Based User Authentication”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2020.3001612.

• (2021) “Performance Evaluation of a Wearable Tattoo Electrode Suitable for High-Resolution Surface Electromyogram Recording”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3032354.

• (2021) “Self-Adaption Soft Sensor Array Design for sEMG Control”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3047383.

• (2021) “Surface Electromyography With Wearable Graphene Textiles”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3048924.

• (2021) “Tutorial: A Versatile Bio-Inspired System for Processing and Transmission of Muscular Information”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3103608.

• (2020) “An Active Multielectrode Array for Collecting Surface Electromyogram Signals Using a-IGZO TFT Technology on Polyimide Substrate”, in IEEE Transactions on Electron Devices. DOI: 10.1109/TED.2020.2974971.

• (2019) “A Modular, Smart, and Wearable System for High Density sEMG Detection”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2904398.

• (2019) “Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2953998.

• (2019) “Detection of Neuromuscular Activity Using New Non-Invasive and Flexible Multimaterial Fiber Dry-Electrodes”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2019.2933751.

• (2019) “Validation of Polymer-Based Screen-Printed Textile Electrodes for Surface EMG Detection”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2916397.

Signal acquisition and processing

• (2023) “A Novel Surface Electromyographic Gesture Recognition Using Discrete Cosine Transform-Based Attention Network”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2023.3348298.

• (2023) “Online Muscle Activation Onset Detection Using Likelihood of Conditional Heteroskedasticity of Electromyography Signals”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3346358.

• (2023) “Accurate Identification of Motoneuron Discharges from Ultrasound Images Across the Full Muscle Cross-Section”, in IEEE transactions on biomedical engineering. DOI: 10.1109/TBME.2023.3340019.

• (2023) “Accurate Identification of Motoneuron Discharges from Ultrasound Images Across the Full Muscle Cross-Section”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3340019.

• (2023) “Analysis Of Multiscale Corticomuscular Coupling Networks Based On Ordinal Patterns”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3337229.

• (2023) “Adaptive Online Decomposition of Surface EMG Using Progressive FastICA Peel-off”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3331498.

• (2023) “sEMG based knee abnormality detection using EWT-Entropy-Ensemble algorithm during walking”, in IEEE Sensors Letters. DOI: 10.1109/LSENS.2023.3332602.

• (2023) “A Novel Approach to Surface EMG-based Gesture Classification Using a Vision Transformer Integrated with Convolutive Blind Source Separation”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3330289.

• (2023) “Self-Supervised Regression Of sEMG Signals Combining Non-Negative Matrix Factorization With Deep Neural Networks For Robot Hand Multiple Grasping Motion Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3329764.

• (2023) “A CNN-Transformer Hybrid Recognition Approach for sEMG-Based Dynamic Gesture Prediction”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3273651.

• (2023) “A Novel and Efficient Surface Electromyography Decomposition Algorithm Using Local Spatial Information”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3210019.

• (2023) “Cumulative Spike Train Estimation for Muscle Excitation Assessment From Surface EMG Using Spatial Spike Detection”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3309662.

• (2023) “Decision-change Informed Rejection Improves Robustness in Pattern Recognition-based Myoelectric Control”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3316599.

• (2023) “Development of a High-SNR Stochastic sEMG Processor in a Multiple Muscle Elbow Joint”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3281410.

• (2023) “Electrode Shift Fast Adaptive Correction for Improving Myoelectric Control Interface Performance”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3312403.

• (2023) “Enhanced Dynamic Surface EMG Decomposition Using the Non-Negative Matrix Factorization and Three-Dimensional Motor Unit Localization”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3309969.

• (2023) “Functionally Adaptive Myosite Selection Using High-Density sEMG for Upper Limb Myoelectric Prostheses”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3274053.

• (2023) “Gesture Recognition Based on EEMD and Cosine Laplacian Eigenmap”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3279555.

• (2023) “High-density Surface EMG Decomposition by Combining Iterative Convolution Kernel Compensation with an Energy-specific peel-off Strategy”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3309546.

• (2023) “Iterative Pseudo-Sparse Partial Least Square and its Higher-Order variant: Application to inference from high-dimensional biosignals”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2023.3267010.

• (2023) “Online Decomposition of Surface Electromyogram into Individual Motor Unit Activities Using Progressive FastICA Peel-off”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3294016.

• (2023) “sEMG-Based Gesture Recognition Using Temporal History”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3261336.

• (2023) “Surface electromyography-based analysis of the lower limb muscle network and muscle synergies at various gait speeds”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3242911.

• (2022) “Electrode Shift Robust CNN for High-Density Myoelectric Pattern Recognition Control”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3204996.

• (2022) “Hardware Implementation for Lower Limb Surface EMG Measurement and Analysis Using Explainable AI for Activity Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3198443.

• (2022) “Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge”, in IEEE Transactions on Computers. DOI: 10.1109/TC.2022.3177955.

• (2022) “Recognizing Missing Electromyography Signal by Data Split Reorganization Strategy and Weight-Based Multiple Neural Network Voting Method”, in IEEE Transactions on Neural Networks and Learning Systems. DOI: 10.1109/TNNLS.2021.3105595.

• (2022) “Robust Synchronized Data Acquisition for Biometric Authentication”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2022.3182326.

• (2022) “sEMG Onset Detection via Bidirectional Recurrent Neural Networks With Applications to Sports Science”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3198882.

• (2022) “Toward Generalization of sEMG-Based Pattern Recognition: A Novel Feature Extraction for Gesture Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3141163.

• (2022) “Unsupervised Domain Adaptation for Gesture Identification Against Electrode Shift”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3179956.

• (2021) “A Hybrid WD-EEMD sEMG Feature Extraction Technique for Lower Limb Activity Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3095594.

• (2021) “A Novel and Efficient Feature Extraction Method for Deep Learning Based Continuous Estimation”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3097257.

• (2021) “A Tensor-Based Approach Using Multilinear SVD for Hand Gesture Recognition From sEMG Signals”, in IEEE sensors journal. DOI: 10.1109/JSEN.2020.3042540.

• (2021) “Adaptive Electrode Calibration Method Based on Muscle Core Activation Regions and Its Application in Myoelectric Pattern Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3029099.

• (2021) “Deep Learning for Robust Decomposition of High-Density Surface EMG Signals”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3006508.

• (2021) “Electrode Shifts Estimation and Adaptive Correction for Improving Robustness of sEMG-Based Recognition”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3012698.

• (2021) “Performance Optimization of Surface Electromyography Based Biometric Sensing System for Both Verification and Identification”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3079428.

• (2021) “Wrist Torque Estimation via Electromyographic Motor Unit Decomposition and Image Reconstruction”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3041861.

• (2020) “Improving EMG Signal Change Point Detection for Low SNR by Using Extended Teager-Kaiser Energy Operator”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2020.3014517.

• (2020) “Position Identification for Robust Myoelectric Control Against Electrode Shift”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3038374.

• (2019) “A Novel Framework Based on Position Verification for Robust Myoelectric Control Against Sensor Shift”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2019.2927325.

Intention Recognition and Motion Classification

• (2023) “Attention-Enhanced Frequency-Split Convolution Block for sEMG Motion Classification: Experiments on Premier League and Ninapro Datasets”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3345731.

• (2023) “A Novel Surface Electromyographic Gesture Recognition Using Discrete Cosine Transform-Based Attention Network”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2023.3348298.

• (2023) “Lower Limb Activity Recognition based on sEMG using Stacked Weighted Random Forest”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3346462.

• (2023) “Across Sessions and Subjects Domain Adaptation for Building Robust Myoelectric Interface”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3347540.

• (2023) “Enhancing Gesture Classification Using Active EMG Band and Advanced Feature Extraction Technique”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3344700.

• (2023) “From Forearm to Wrist: Deep Learning for Surface Electromyography-Based Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3341220.

• (2023) “Cross-user Electromyography Pattern Recognition Based on A Novel Spatial-temporal Graph Convolutional Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3342050.

• (2023) “Alignment-Enhanced Interactive Fusion Model for Complete and Incomplete Multimodal Hand Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3335101.

• (2023) “A Novel Approach to Surface EMG-based Gesture Classification Using a Vision Transformer Integrated with Convolutive Blind Source Separation”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3330289.

• (2023) “Bridging Human-Robot Co-Adaptation Via Biofeedback for Continuous Myoelectric Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3330053.

• (2023) “sEMG and IMU Data-based Hand Gesture Recognition Method using Multi-stream CNN with a Fine-tuning Transfer Framework”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3327999.

• (2023) “Feasibility of Wrist-Worn, Cancelable, Real-Time Biometric Authentication via HD-sEMG and Dynamic Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3327490.

• (2023) “sEMG-Based Small Rotation Invariant Gesture Recognition Using Multivariate Fast Iterative Filtering”, in IEEE Sensors Letters. DOI: 10.1109/LSENS.2023.3326459.

• (2023) “Feasibility of Wrist-Worn, Cancelable, Real-Time Biometric Authentication via HD-sEMG and Dynamic Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3327490.

• (2023) “Optimal Motor Unit Subset Selection for Accurate Motor Intention Decoding: Towards Dexterous Real-Time Interfacing”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3326065.

• (2023) “Dynamic Hand Gesture Recognition Based on A-Mode Ultrasound Sensing: Proposing an Algorithm Based on the Long Short-Term Memory Framework”, in IEEE Systems, Man, and Cybernetics Magazine. DOI: 10.1109/MSMC.2023.3299431.

• (2023) “TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3324252.

• (2023) “Multimodal Fusion Framework Based on Statistical Attention and Contrastive Attention for Sign Language Recognition”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2023.3235935.

• (2023) “Simultaneous Estimation of Hand Configurations and Finger Joint Angles Using Forearm Ultrasound”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2023.3237774.

• (2023) “Measuring Motor Unit Discharge, Myofiber Vibration, and Haemodynamics for Enhanced Myoelectric Gesture Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3234092.

• (2023) “Silent Speech Recognition Based on High-Density Surface Electromyogram Using Hybrid Neural Networks”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3226197.

• (2023) “A Hybrid Multimodal Fusion Framework for sEMG-ACC-Based Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3231925.

• (2023) “ICA-CNN: Gesture Recognition Using CNN With Improved Channel Attention Mechanism and Multimodal Signals”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3236682.

• (2023) “Real-Time Wrist Motion Decoding With High Framerate Electrical Impedance Tomography (EIT)”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3228018.

• (2023) “A BERT Based Method for Continuous Estimation of Cross-Subject Hand Kinematics From Surface Electromyographic Signals”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3216528.

• (2023) “A Novel Interval Type-2 Fuzzy Classifier Based on Explainable Neural Network for Surface Electromyogram Gesture Recognition”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3310524.

• (2023) “Electrode Shift Fast Adaptive Correction for Improving Myoelectric Control Interface Performance”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3312403.

• (2023) “An Electrode Configuration Framework for sEMG-Based Gesture Recognition With Muscle-Matched Layouts”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3311054.

• (2023) “High Performance Wearable Ultrasound as a Human-Machine Interface for wrist and hand kinematic tracking”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3307952.

• (2023) “DSDAN: Dual-Step Domain Adaptation Network Based on Bidirectional Knowledge Distillation for Cross-User Myoelectric Pattern Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3305619.

• (2023) “Force Feedback-Based Gamification: Performance Validation of Squat Exergame Using Pneumatic Gel Muscles and Dynamic Difficulty Adjustment”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3306285.

• (2023) “Subject-Independent Estimation of Continuous Movements Using CNN-LSTM for a Home-Based Upper Limb Rehabilitation System”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3303701.

• (2023) “A Transformer-based Multi-task Learning Framework for Myoelectric Pattern Recognition Supporting Muscle Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3298797.

• (2023) “Enhanced Lightweight CNN Using Joint Classification With Averaging Probability for sEMG-Based Subject-Independent Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3296649.

• (2023) “Iterative Self-Training based Domain Adaptation for Cross-User sEMG Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3293334.

• (2023) “Research on Multimodal Fusion Recognition Method of Upper Limb Motion Patterns”, in IEEE transactions on instrumentation and measurement. DOI: 10.1109/TIM.2023.3289556.

• (2023) “Interventionalist Hand Motion Recognition With Convolutional Neural Network in Robot-Assisted Coronary Interventions”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3281009.

• (2023) “LSTM-AE for Domain Shift Quantification in Cross-day Upper-limb Motion Estimation Using Surface Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3281455.

• (2023) “Gesture Recognition Based on EEMD and Cosine Laplacian Eigenmap”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3279555.

• (2023) “Handwritten Digits Recognition From sEMG: Electrodes Location and Feature Selection”, in IEEE Access. DOI: 10.1109/ACCESS.2023.3279735.

• (2023) “Extracting Spatial Muscle Activation Patterns in Facial and Neck Muscles for Silent Speech Recognition Using High-Density sEMG”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3277930.

• (2023) “A CNN-Transformer Hybrid Recognition Approach for sEMG-Based Dynamic Gesture Prediction”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3273651.

• (2023) “Hand Movement Recognition and Salient Tremor Feature Extraction with Wearable Devices in Parkinson’s Patients”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2023.3266812.

• (2023) “Multimodal Fusion Convolutional Neural Network Based on sEMG and Accelerometer Signals for Intersubject Upper Limb Movement Classification”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3266872.

• (2023) “sEMG-Based Gesture Recognition Method for Coal Mine Inspection Manipulator Using Multistream CNN”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3264646.

• (2023) “Decoding Electromyographic Signal With Multiple Labels for Hand Gesture Recognition”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2023.3264417.

• (2023) “Multi-Attention Feature Fusion Network for Accurate Estimation of Finger Kinematics From Surface Electromyographic Signals”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3252817.

• (2023) “sEMG-Based Gesture Recognition Using Temporal History”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3261336.

• (2023) “Lower Limb Motion Classification Using Energy Density Features of Surface Electromyography Signals’ Activation Region and Dynamic Ensemble Model”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3243612.

• (2023) “Robust Long-Term Hand Grasp Recognition With Raw Electromyographic Signals Using Multidimensional Uncertainty-Aware Models”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3236982.

• (2022) “CNN Confidence Estimation for Rejection-Based Hand Gesture Classification in Myoelectric Control”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2021.3123186.

• (2022) “An EMG-Based Deep Learning Approach for Multi-DOF Wrist Movement Decoding”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2021.3097666.

• (2022) “A Hierarchical Hand Gesture Recognition Framework for Sports Referee Training-Based EMG and Accelerometer Sensors”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2020.3007173.

• (2022) “Recognizing Missing Electromyography Signal by Data Split Reorganization Strategy and Weight-Based Multiple Neural Network Voting Method”, in IEEE Transactions on Neural Networks and Learning Systems. DOI: 10.1109/TNNLS.2021.3105595.

• (2022) “A Novel Torque-Controlled Hand Exoskeleton to Decode Hand Movements Combining Semg and Fingers Kinematics: A Feasibility Study”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3111412.

• (2022) “A Novel Myoelectric Control Scheme Supporting Synchronous Gesture Recognition and Muscle Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3166764.

• (2022) “Domain Adaptation With Self-Guided Adaptive Sampling Strategy: Feature Alignment for Cross-User Myoelectric Pattern Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3173946.

• (2022) “SeNic: An Open Source Dataset for sEMG-Based Gesture Recognition in Non-Ideal Conditions”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3173708.

• (2022) “Metric Learning for Robust Gait Phase Recognition for a Lower Limb Exoskeleton Robot Based on sEMG”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3166543.

• (2022) “A New Deep Anomaly Detection-Based Method for User Authentication Using Multichannel Surface EMG Signals of Hand Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3164162.

• (2022) “Measurement of Stride Time by Machine Learning: Sensitivity Analysis for the Simplification of the Experimental Protocol”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3165257.

• (2022) “Unsupervised Cross-User Adaptation in Taste Sensation Recognition Based on Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3160834.

• (2022) “Perilaryngeal-Cranial Functional Muscle Network Differentiates Vocal Tasks: A Multi-Channel sEMG Approach”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3175948.

• (2022) “A CNN-Attention Network for Continuous Estimation of Finger Kinematics from Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3169448.

• (2022) “MyoKey: Inertial Motion Sensing and Gesture-based QWERTY Keyboard for Extended Realities”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2022.3156939.

• (2022) “Lower Limb Motion Intention Recognition Based on sEMG Fusion Features”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3146446.

• (2022) “Making a Case for Application of the Unsupervised PCA Algorithm for Simultaneous and Proportional Myoelectric Intention Estimation of Individual Fingers”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3152234.

• (2022) “Reliability Analysis for Finger Movement Recognition With Raw Electromyographic Signal by Evidential Convolutional Networks”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3141593.

• (2022) “Towards Zero Retraining for Multiday Motion Recognition via a Fully Unsupervised Adaptive Approach and Fabric Myoelectric Armband”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3144323.

• (2022) “Toward Generalization of sEMG-Based Pattern Recognition: A Novel Feature Extraction for Gesture Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3141163.

• (2022) “Unknown Motion Rejection in Myoelectric Pattern Recognition Using Convolutional Prototype Network”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3143141.

• (2022) “Deep Heterogeneous Dilation of LSTM for Transient-Phase Gesture Prediction Through High-Density Electromyography: Towards Application in Neurorobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3142721.

• (2022) “Random Channel Masks for Regularization of Least Squares-Based Finger EMG-Force Modeling to Improve Cross-Day Performance”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3194246.

• (2022) “Cross Modality Knowledge Distillation Between A-Mode Ultrasound and Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3195264.

• (2022) “Simultaneous sEMG Recognition of Gestures and Force Levels for Interaction With Prosthetic Hand”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3199809.

• (2022) “Improving the Robustness and Adaptability of sEMG-Based Pattern Recognition Using Deep Domain Adaptation”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3197831.

• (2022) “A Simultaneous Gesture Classification and Force Estimation Strategy Based on Wearable A-Mode Ultrasound and Cascade Model”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3196926.

• (2022) “Robust Synchronized Data Acquisition for Biometric Authentication”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2022.3182326.

• (2022) “Optimization of HD-sEMG-Based Cross-Day Hand Gesture Classification by Optimal Feature Extraction and Data Augmentation”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3175408.

• (2022) “A Multifeatured Time–Frequency Neural Network System for Classifying sEMG”, in IEEE Transactions on Circuits and Systems II: Express Briefs. DOI: 10.1109/TCSII.2022.3181057.

• (2022) “Incremental Adaptive Gesture Classifier for Upper Limb Prostheses”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3179472.

• (2022) “Movements Classification Through sEMG With Convolutional Vision Transformer and Stacking Ensemble Learning”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3179535.

• (2022) “sEMG-Based Minimally Supervised Regression Using Soft-DTW Neural Networks for Robot Hand Grasping Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3193247.

• (2022) “sEMG-Based Gesture Recognition Using Deep Learning From Noisy Labels”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3179630.

• (2022) “Optimizing the Cross-Day Performance of Electromyogram Biometric Decoder”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2022.3218739.

• (2022) “Multiresolution Dual-Polynomial Decomposition Approach for Optimized Characterization of Motor Intent in Myoelectric Control Systems”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3221799.

• (2022) “An Extended Spatial Transformer Convolutional Neural Network for Gesture Recognition and Self-calibration Based on Sparse sEMG Electrodes”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2022.3222196.

• (2022) “Fusing sEMG and EEG to Increase the Robustness of Hand Motion Recognition Using Functional Connectivity and GCN”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3221417.

• (2022) “User-Tailored Hand Gesture Recognition System for Wearable Prosthesis and Armband Based on Surface Electromyogram”, in IEEE transactions on instrumentation and measurement. DOI: 10.1109/TIM.2022.3217868.

• (2022) “A Multimodal Multilevel Converged Attention Network for Hand Gesture Recognition With Hybrid sEMG and A-Mode Ultrasound Sensing”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2022.3204343.

• (2022) “Hand Gestures Recognition for Human-Machine Interfaces: A Low-Power Bio-Inspired Armband”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2022.3211424.

• (2022) “AE-CNN-Based Multisource Data Fusion for Gait Motion Step Length Estimation”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3206883.

• (2022) “Spectral Image-Based Multiday Surface Electromyography Classification of Hand Motions Using CNN for Human–Computer Interaction”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3204121.

• (2022) “Optimizing the Cross-Day Performance of Electromyogram Biometric Decoder”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2022.3218739.

• (2021) “Adaptive Electrode Calibration Method Based on Muscle Core Activation Regions and Its Application in Myoelectric Pattern Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3029099.

• (2021) “Inter-Subject Domain Adaptation for CNN-Based Wrist Kinematics Estimation Using sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3086401.

• (2021) “A CNN-LSTM Hybrid Model for Wrist Kinematics Estimation Using Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2020.3036654.

• (2021) “A Gesture Recognition System Based on Time Domain Features and Linear Discriminant Analysis”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2018.2884942.

• (2021) “Performance Comparison of Gesture Recognition System Based on Different Classifiers”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2020.2969297.

• (2021) “A Transfer Learning Model for Gesture Recognition Based on the Deep Features Extracted by CNN”, in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2021.3098253.

• (2021) “A Hybrid WD-EEMD sEMG Feature Extraction Technique for Lower Limb Activity Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3095594.

• (2021) “A Tensor-Based Approach Using Multilinear SVD for Hand Gesture Recognition From sEMG Signals”, in IEEE sensors journal. DOI: 10.1109/JSEN.2020.3042540.

• (2021) “Temporal Dilation of Deep LSTM for Agile Decoding of sEMG: Application in Prediction of Upper-Limb Motor Intention in NeuroRobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3091698.

• (2021) “Quantifying Spatial Activation Patterns of Motor Units in Finger Extensor Muscles”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3002329.

• (2021) “A Rapid Spiking Neural Network Approach With an Application on Hand Gesture Recognition”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2019.2918228.

• (2021) “Shoulder Motion Intention Detection Through Myoelectric Pattern Recognition”, in IEEE Sensors Letters. DOI: 10.1109/LSENS.2021.3100607.

• (2021) “Automatic Speech Recognition in Different Languages Using High-Density Surface Electromyography Sensors”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3037061.

• (2021) “Neuromechanical Signal-Based Parallel and Scalable Model for Lower Limb Movement Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3076114.

• (2021) “Robust Continuous Hand Motion Recognition Using Wearable Array Myoelectric Sensor”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3098120.

• (2021) “Surface Electromyography-Controlled Pedestrian Collision Avoidance: A Driving Simulator Study”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3070597.

• (2021) “Multimodal Data Fusion of Electromyography and Acoustic Signals for Thai Syllable Recognition”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3034158.

• (2021) “Hand Gesture Recognition based on Surface Electromyography using Convolutional Neural Network with Transfer Learning Method”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3009383.

• (2021) “Evaluation of Synergy-Based Hand Gesture Recognition Method Against Force Variation for Robust Myoelectric Control”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3124744.

• (2021) “Prediction of larynx function using multichannel surface EMG classification”, in IEEE Trans Med Robot Bionics. DOI: 10.1109/TMRB.2021.3122966.

• (2021) “FS-HGR: Few-Shot Learning for Hand Gesture Recognition via Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3077413.

• (2021) “Machine-Learning-Based Prediction of Gait Events From EMG in Cerebral Palsy Children”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3076366.

• (2020) “A Novel Point-in-Polygon-Based sEMG Classifier for Hand Exoskeleton Systems”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3044113.

• (2020) “Improved High-Density Myoelectric Pattern Recognition Control Against Electrode Shift Using Data Augmentation and Dilated Convolutional Neural Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3030931.

• (2020) “Comparative Analysis of Wearable A-Mode Ultrasound and sEMG for Muscle-Computer Interface”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2962499.

• (2020) “Training-Free Bayesian Self-Adaptive Classification for sEMG Pattern Recognition Including Motion Transition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2947089.

• (2020) “A Fully Embedded Adaptive Real-Time Hand Gesture Classifier Leveraging HD-sEMG and Deep Learning”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2955641.

• (2020) “Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2959160.

• (2020) “Single-Channel sEMG Dictionary Learning Classification of Ingestive Behavior on Cows”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.2977768.

• (2020) “Subject-Independent sEMG Pattern Recognition by Using a Muscle Source Activation Model”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.3006824.

• (2020) “A Hybrid Underwater Manipulator System With Intuitive Muscle-Level sEMG Mapping Control”, in IEEE robotics and automation letters. DOI: 10.1109/LRA.2020.2974700.

• (2020) “Comparative analysis among feature selection of sEMG signal for hand gesture classification by armband”, in IEEE Latin America Transactions. DOI: 10.1109/TLA.2020.9099752.

• (2020) “Locomo-Net: A Low -Complex Deep Learning Framework for sEMG-Based Hand Movement Recognition for Prosthetic Control”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.3023898.

• (2020) “MyoNet: A Transfer-Learning-Based LRCN for Lower Limb Movement Recognition and Knee Joint Angle Prediction for Remote Monitoring of Rehabilitation Progress From sEMG”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.2972523.

• (2020) “Learning Effective Spatial–Temporal Features for sEMG Armband-Based Gesture Recognition”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2020.2979328.

• (2020) “Finger Joint Angle Estimation Based on Motoneuron Discharge Activities”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2019.2926307.

• (2020) “Resilient EMG Classification to Enable Reliable Upper-Limb Movement Intent Detection”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3024947.

• (2020) “Hear Sign Language: A Real-time End-to-End Sign Language Recognition System”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2020.3038303.

• (2020) “Exploration of Chinese Sign Language Recognition Using Wearable Sensors Based on Deep Belief Net”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2019.2941535.

• (2019) “Adaptive Hybrid Classifier for Myoelectric Pattern Recognition Against the Interferences of Outlier Motion, Muscle Fatigue, and Electrode Doffing”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2911316.

• (2019) “Wrist and Finger Gesture Recognition With Single-Element Ultrasound Signals: A Comparison With Single-Channel Surface Electromyogram”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2018.2872593.

• (2019) “Design of a Flexible Wearable Smart sEMG Recorder Integrated Gradient Boosting Decision Tree Based Hand Gesture Recognition”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2953998.

• (2019) “Hierarchical Motion Segmentation Through sEMG for Continuous Lower Limb Motions”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2019.2932343.

• (2019) “Surface-Electromyography-Based Gesture Recognition by Multi-View Deep Learning”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2899222.

• (2019) “A CNN-Based Method for Intent Recognition Using Inertial Measurement Units and Intelligent Lower Limb Prosthesis”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2909585.

• (2019) “Foot Gesture Recognition Through Dual Channel Wearable EMG System”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2019.2931715.

• (2019) “Adaptive Oscillator-Based Robust Control for Flexible Hip Assistive Exoskeleton”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2019.2926678.

Joint

Joint stiffness

• (2023) “Physical Human–Robot Interaction Control of Variable Stiffness Exoskeleton With sEMG-Based Torque Estimation”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2023.3240749.

• (2023) “STMI: Stiffness Estimation Method Based on sEMG-Driven Model for Elbow Joint”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3300424.

• (2022) “A Task Performance-Based sEMG-Driven Variable Stiffness Control Strategy for Upper Limb Bilateral Rehabilitation System”, in IEEE/ASME Transactions on Mechatronics. DOI: 10.1109/TMECH.2022.3208610.

• (2022) “Design and Voluntary Control of Variable Stiffness Exoskeleton Based on sEMG Driven Model”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3160668.

• (2022) “Neural Dynamics for Computing Perturbed Nonlinear Equations Applied to ACP-Based Lower Limb Motion Intention Recognition”, in IEEE Transactions on Systems, Man, and Cybernetics: Systems. DOI: 10.1109/TSMC.2021.3114213.

• (2021) “A Home-Based Bilateral Rehabilitation System With sEMG-based Real-Time Variable Stiffness”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3027303.

• (2021) “Simultaneously Encoding Movement and sEMG-Based Stiffness for Robotic Skill Learning”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2020.2984482.

• (2020) “Human-Inspired Control of Dual-Arm Exoskeleton Robots With Force and Impedance Adaptation”, in IEEE Transactions on Systems, Man, and Cybernetics: Systems. DOI: 10.1109/TSMC.2018.2871196.

Joint force/torque/angle

• (2023) “A Physics-Informed Low-Shot Adversarial Learning For sEMG-Based Estimation of Muscle Force and Joint Kinematics”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3347672.

• (2023) “Single-channel sEMG-based estimation of knee joint angle using a decomposition algorithm with a state-space model”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3336317.

• (2023) “EMG-Based Intention Detection Using Deep Learning for Shared Control in Upper-Limb Assistive Exoskeletons”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3330678.

• (2023) “A Novel Hybrid Unsupervised Domain Adaptation Method for Cross-subject Joint Angle Estimation from Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3317680.

• (2023) “A Transfer Learning Based Cross-Subject Generic Model for Continuous Estimation of Finger Joint Angles From a New User”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3234989.

• (2023) “A Transformer-based Multi-task Learning Framework for Myoelectric Pattern Recognition Supporting Muscle Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3298797.

• (2023) “A Two-Stage GA-Based sEMG Feature Selection Method for User-Independent Continuous Estimation of Elbow Angles”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3276522.

• (2023) “Continuous Estimation of the Lower-Limb Multi-Joint Angles Based on Muscle Synergy Theory and State-Space Model”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3240170.

• (2023) “Cumulative Spike Train Estimation for Muscle Excitation Assessment From Surface EMG Using Spatial Spike Detection”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3309662.

• (2023) “Iterative Pseudo-Sparse Partial Least Square and its Higher-Order variant: Application to inference from high-dimensional biosignals”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2023.3267010.

• (2023) “sEMG-Based End-to-End Continues Prediction of Human Knee Joint Angles Using the Tightly Coupled Convolutional Transformer Model”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3304639.

• (2023) “STMI: Stiffness Estimation Method Based on sEMG-Driven Model for Elbow Joint”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3300424.

• (2023) “Subject-Independent Continuous Estimation of sEMG-Based Joint Angles Using Both Multisource Domain Adaptation and BP Neural Network”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3225015.

• (2022) “A Muscle Synergy-Driven ANFIS Approach to Predict Continuous Knee Joint Movement”, in IEEE Transactions on Fuzzy Systems. DOI: 10.1109/TFUZZ.2022.3158727.

• (2022) “A Simultaneous Gesture Classification and Force Estimation Strategy Based on Wearable A-Mode Ultrasound and Cascade Model”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3196926.

• (2022) “Continuous Estimation of Human Joint Angles From sEMG Using a Multi-Feature Temporal Convolutional Attention-Based Network”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3198640.

• (2022) “Continuous Estimation of Human Knee Joint Angles by Fusing Kinematic and Myoelectric Signals”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3200485.

• (2022) “Explainable Deep Learning Model for EMG-Based Finger Angle Estimation Using Attention”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3188275.

• (2022) “Prediction of Contralateral Lower-Limb Joint Angles Using Vibroarthrography and Surface Electromyography Signals in Time-Series Network”, in IEEE Transactions on Automation Science and Engineering. DOI: 10.1109/TASE.2022.3185706.

• (2022) “Simultaneous sEMG Recognition of Gestures and Force Levels for Interaction With Prosthetic Hand”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3199809.

• (2022) “Sparse Sonomyography-Based Estimation of Isometric Force: A Comparison of Methods and Features”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3172680.

• (2022) “Surface Electromyography Image-Driven Torque Estimation of Multi-DoF Wrist Movements”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2021.3050367.

• (2021) “A Bi-Directional LSTM Network for Estimating Continuous Upper Limb Movement From Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3097272.

• (2021) “A Novel Method for Lower Limb Joint Angle Estimation Based on sEMG Signal”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3096789.

• (2021) “Adaptive Driver-Automation Shared Steering Control via Forearm Surface Electromyography Measurement”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3035169.

• (2021) “Decoding Muscle Force From Motor Unit Firings Using Encoder-Decoder Networks”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3126752.

• (2021) “Deep Neural Network Approach in EMG-Based Force Estimation for Human–Robot Interaction”, in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2021.3066565.

• (2021) “Evaluation of Non-Invasive Ankle Joint Effort Prediction Methods for Use in Neurorehabilitation Using Electromyography and Ultrasound Imaging”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3014861.

• (2021) “Multiplex Recurrence Network Analysis of Inter-Muscular Coordination During Sustained Grip and Pinch Contractions at Different Force Levels”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3117286.

• (2021) “Musculoskeletal Joint Angle Estimation Based on Isokinetic Motor Coordination”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2021.3122931.

• (2021) “Prediction of Human Voluntary Torques Based on Collaborative Neuromusculoskeletal Modeling and Adaptive Learning”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2020.2991999.

• (2021) “Simultaneous and Continuous Estimation of Joint Angles Based on Surface Electromyography State-Space Model”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3048983.

• (2021) “Wrist Torque Estimation via Electromyographic Motor Unit Decomposition and Image Reconstruction”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3041861.

• (2020) “Design of Virtual Reality-Enabled Surface Electromyogram-Triggered Grip Exercise Platform”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2959449.

• (2020) “Finger Joint Angle Estimation Based on Motoneuron Discharge Activities”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2019.2926307.

• (2020) “Force-Guided High-Precision Grasping Control of Fragile and Deformable Objects Using sEMG-Based Force Prediction”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.2974439.

• (2020) “Implications of Physiology-Sensitive Gait Exercise on the Lower Limb Electromyographic Activity of Hemiplegic Post-Stroke Patients: A Feasibility Study in Low Resource Settings”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.3006181.

• (2020) “MyoNet: A Transfer-Learning-Based LRCN for Lower Limb Movement Recognition and Knee Joint Angle Prediction for Remote Monitoring of Rehabilitation Progress From sEMG”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.2972523.

• (2020) “Prediction of Ankle Dorsiflexion Moment by Combined Ultrasound Sonography and Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2953588.

• (2020) “sEMG-Based Human-in-the-Loop Control of Elbow Assistive Robots for Physical Tasks and Muscle Strength Training”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.3010741.

• (2019) “A Novel HD-sEMG Preprocessing Method Integrating Muscle Activation Heterogeneity Analysis and Kurtosis-Guided Filtering for High-Accuracy Joint Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2933811.

• (2019) “Development of an SEMG-Handgrip Force Model Based on Cross Model Selection”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2018.2883660.

Muscle Status

Biomedicine

Muscle fatigue

• (2023) “Alterations of motor unit characteristics associated with muscle fatigue”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3338221.

• (2023) “Complex Network Properties Analysis of Muscle Fatigue Based on sEMG Signals”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3233047.

• (2023) “Non-Parametric Functional Muscle Network as a Robust Biomarker of Fatigue”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3234960.

• (2022) “Fatigue-Sensitivity Comparison of sEMG and A-Mode Ultrasound based Hand Gesture Recognition”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2021.3122277.

• (2022) “Electrical Impedance Myography for Evaluating Muscle Fatigue Induced by Neuromuscular Electrical Stimulation”, in IEEE Journal of Electromagnetics, RF and Microwaves in Medicine and Biology. DOI: 10.1109/JERM.2021.3092883.

• (2022) “Assessment of Muscle Fatigue Based on Motor Unit Firing, Muscular Vibration and Oxygenation via Hybrid Mini-Grid sEMG, MMG, and NIRS Sensing”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3198472.

• (2022) “Calibration and Adjustment Algorithm to Attenuate the Effect of Arm Orientation on an sEMG-Based Muscle Fatigue Indicator”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3199560.

• (2022) “Influence of Viscoelasticity on Dynamic Fatiguing Behavior of Muscle Using Myotonometry and Surface Electromyography Measurements”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3205645.

• (2021) “Real-Time Forecasting of sEMG Features for Trunk Muscle Fatigue Using Machine Learning”, in IEEE Trans Biomed Eng. DOI: 10.1109/TBME.2020.3012783.

• (2021) “Toward an Integrated Multi-Modal sEMG/MMG/NIRS Sensing System for Human–Machine Interface Robust to Muscular Fatigue”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3023742.

• (2021) “sEMG-Based Dynamic Muscle Fatigue Classification Using SVM With Improved Whale Optimization Algorithm”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2021.3056126.

• (2021) “Analysis of Dynamics of EMG Signal Variations in Fatiguing Contractions of Muscles Using Transition Network Approach”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3063777.

• (2021) “A Novel Approach to Detecting Muscle Fatigue Based on sEMG by Using Neural Architecture Search Framework”, in IEEE Transactions on Neural Networks and Learning Systems. DOI: 10.1109/TNNLS.2021.3124330.

• (2021) “Can Steering Wheel Detect Your Driving Fatigue?”, in IEEE Transactions on Vehicular Technology. DOI: 10.1109/TVT.2021.3072936.

• (2021) “The Effect of Fatigue on Wheelchair Users’ Upper Limb Muscle Coordination Patterns in Time-Frequency and Principal Component Analysis”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3119359.

• (2020) “Muscle Fatigue Induced Hand Tremor Clustering in Dynamic Laparoscopic Manipulation”, in IEEE Transactions on Systems, Man, and Cybernetics: Systems. DOI: 10.1109/TSMC.2018.2882957.

• (2020) “Enhancing Virtual Rehabilitation in Upper Limbs With Biocybernetic Adaptation: The Effects of Virtual Reality on Perceived Muscle Fatigue, Game Performance and User Experience”, in IEEE Trans Neural Syst Rehabil Eng. DOI: 10.1109/TNSRE.2020.2968869.

• (2020) “Implications of Physiology-Sensitive Gait Exercise on the Lower Limb Electromyographic Activity of Hemiplegic Post-Stroke Patients: A Feasibility Study in Low Resource Settings”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.3006181.

• (2019) “Grip and Electrophysiological Sensor-Based Estimation of Muscle Fatigue While Holding Steering Wheel in Different Positions”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2018.2863023.

Skeletal muscle model

• (2023) “Towards Robust and Efficient Musculoskeletal Modelling Using Distributed Physics-informed Deep Learning”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3325522.

• (2023) “Physics-Informed Deep Learning for Musculoskeletal Modeling: Predicting Muscle Forces and Joint Kinematics From Surface EMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3226860.

• (2023) “Evaluation of a Fused Sonomyography and Electromyography-Based Control on a Cable-Driven Ankle Exoskeleton”, in IEEE Transactions on Robotics. DOI: 10.1109/TRO.2023.3236958.

• (2022) “Sparse Sonomyography-Based Estimation of Isometric Force: A Comparison of Methods and Features”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3172680.

• (2022) “Quantitative Elbow Spasticity Measurement Based on Muscle Activation Estimation Using Maximal Voluntary Contraction”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3173273.

• (2022) “A Muscle Synergy-Driven ANFIS Approach to Predict Continuous Knee Joint Movement”, in IEEE Transactions on Fuzzy Systems. DOI: 10.1109/TFUZZ.2022.3158727.

• (2022) “Boosting Personalised Musculoskeletal Modelling with Physics-informed Knowledge Transfer”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3227604.

• (2021) “Prediction of Human Voluntary Torques Based on Collaborative Neuromusculoskeletal Modeling and Adaptive Learning”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2020.2991999.

• (2021) “sEMG-Driven Functional Electrical Stimulation Tuning via Muscle Force”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2020.3026280.

• (2021) “Simultaneous and Continuous Estimation of Joint Angles Based on Surface Electromyography State-Space Model”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3048983.

• (2021) “Evaluation of Non-Invasive Ankle Joint Effort Prediction Methods for Use in Neurorehabilitation Using Electromyography and Ultrasound Imaging”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3014861.

• (2020) “Muscle Force Estimation Based on Neural Drive Information From Individual Motor Units”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3042788.

• (2020) “Prediction of Ankle Dorsiflexion Moment by Combined Ultrasound Sonography and Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2953588.

Muscle evaluation

• (2024) “Effect Analysis of Wearing an Lumbar Exoskeleton on Coordinated Activities of the Low Back Muscles Using sEMG Topographic Maps”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3349189.

• (2023) “Visualizing Hand Force With Wearable Muscle Sensing for Enhanced Mixed Reality Remote Collaboration”, in IEEE Transactions on Visualization and Computer Graphics. DOI: 10.1109/TVCG.2023.3320210.

• (2023) “Feature Identification Framework for Back Injury Risk in Repetitive Work With Application in Sheep Shearing”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3199025.

• (2023) “Measuring Motor Unit Discharge, Myofiber Vibration, and Haemodynamics for Enhanced Myoelectric Gesture Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3234092.

• (2023) “Complex Network Properties Analysis of Muscle Fatigue Based on sEMG Signals”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3233047.

• (2023) “Non-linearity in motor unit velocity twitch dynamics: Implications for ultrafast ultrasound source separation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3315146.

• (2023) “High-density Surface EMG Decomposition by Combining Iterative Convolution Kernel Compensation with an Energy-specific peel-off Strategy”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3309546.

• (2023) “Pattern Matching for Real-Time Extraction of Fast and Slow Spectral Components from sEMG Signals”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3311037.

• (2023) “Force Feedback-Based Gamification: Performance Validation of Squat Exergame Using Pneumatic Gel Muscles and Dynamic Difficulty Adjustment”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3306285.

• (2023) “A Layered sEMG–FMG Hybrid Sensor for Hand Motion Recognition From Forearm Muscle Activities”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3287594.

• (2023) “Online Decomposition of Surface Electromyogram into Individual Motor Unit Activities Using Progressive FastICA Peel-off”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3294016.

• (2023) “Lower-limb Non-parametric Functional Muscle Network: Test-retest Reliability Analysis”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3291748.

• (2023) “Sample Entropy-Based Surface Electromyographic Examination with a Linear Electrode Array in Survivors with Spinal Cord Injury”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3290607.

• (2023) “Development of a High-SNR Stochastic sEMG Processor in a Multiple Muscle Elbow Joint”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3281410.

• (2023) “Continuous Estimation of the Lower-Limb Multi-Joint Angles Based on Muscle Synergy Theory and State-Space Model”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3240170.

• (2023) “A Novel Lower-Limb Coordination Assessment Scheme Using Multi-Scale Nonlinear Coupling Characteristics With sEMG”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3246490.

• (2023) “Surface electromyography-based analysis of the lower limb muscle network and muscle synergies at various gait speeds”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3242911.

• (2023) “Phase-dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3238758.

• (2022) “Muscle Compensation Analysis During Motion Based on Muscle Functional Network”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3131320.

• (2022) “A Double Threshold Adaptive Method for Robust Detection of Muscle Activation Intervals From Surface Electromyographic Signals”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3169751.

• (2022) “Metric-Based Muscle Synergy Consistency for Upper Limb Motor Functions”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3132345.

• (2022) “Quantitative Assessment of Hand Motor Function for Post-Stroke Rehabilitation Based on HAGCN and Multimodality Fusion”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3192479.

• (2022) “Motor Unit Number Estimation in Spastic Biceps Brachii Muscles of Chronic Stroke Survivors Before and After BoNT Injection”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3208078.

• (2021) “Motion Analysis of Deadlift for Trainers With Different Levels Based on Body Sensor Network”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3062162.

• (2021) “Evaluation of Respiratory Muscle Activity by Means of Concentric Ring Electrodes”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3012385.

• (2021) “Quantifying Spatial Activation Patterns of Motor Units in Finger Extensor Muscles”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3002329.

• (2021) “Influence of Spectral Peaks on EMG Parameter Estimation for Vibration-Exercise Analysis”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3038953.

• (2021) “Combining Unsupervised Muscle Co-Contraction Estimation With Bio-Feedback Allows Augmented Kinesthetic Teaching”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3092269.

• (2021) “Decoding Muscle Force From Motor Unit Firings Using Encoder-Decoder Networks”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3126752.

• (2021) “Can Steering Wheel Detect Your Driving Fatigue?”, in IEEE Transactions on Vehicular Technology. DOI: 10.1109/TVT.2021.3072936.

• (2020) “A Case Study With Symbihand: An sEMG-Controlled Electrohydraulic Hand Orthosis for Individuals With Duchenne Muscular Dystrophy”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2952470.

• (2020) “Training-Free Bayesian Self-Adaptive Classification for sEMG Pattern Recognition Including Motion Transition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2947089.

• (2020) “Subject-Independent sEMG Pattern Recognition by Using a Muscle Source Activation Model”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.3006824.

• (2020) “A Gaussian Process Model of Muscle Synergy Functions for Estimating Unmeasured Muscle Excitations Using a Measured Subset”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3028052.

• (2020) “Characterization of Differences in the Time Course of Reflex and Voluntary Responses Following Botulinum Toxin Injections in Chronic Stroke Survivors”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.2997213.

• (2020) “Muscle Synergies Extracted Using Principal Activations: Improvement of Robustness and Interpretability”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.2965179.

• (2020) “Muscle Synergy Assessment During Single-Leg Stance”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3030847.

• (2020) “Segmentation and Averaging of sEMG Muscle Activations Prior to Synergy Extraction”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.2975729.

• (2019) “sEMG-Based Tremor Severity Evaluation for Parkinson’s Disease Using a Light-Weight CNN”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2019.2903334.

• (2019) “Asymmetry Index in Muscle Activations”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2903687.

Human-Robot Interaction

Exoskeleton

• (2024) “Effect Analysis of Wearing an Lumbar Exoskeleton on Coordinated Activities of the Low Back Muscles Using sEMG Topographic Maps”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3349189.

• (2023) “PC-GNN: Pearson Correlation-Based Graph Neural Network for Recognition of Human Lower Limb Activity Using sEMG Signal”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3319356.

• (2023) “Physical Human–Robot Interaction Control of Variable Stiffness Exoskeleton With sEMG-Based Torque Estimation”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2023.3240749.

• (2023) “Subject-Independent Continuous Estimation of sEMG-Based Joint Angles Using Both Multisource Domain Adaptation and BP Neural Network”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3225015.

• (2023) “sEMG-based Adaptive Cooperative Multi-mode Control of a Soft Elbow Exoskeleton Using Neural Network Compensation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3306201.

• (2023) “Recognition of Lower Limb Movements Using Machine Learning Methods and Bispectral Maps of Wireless sEMG Measurements”, in IEEE Sensors Letters. DOI: 10.1109/LSENS.2023.3307108.

• (2023) “sEMG-Based End-to-End Continues Prediction of Human Knee Joint Angles Using the Tightly Coupled Convolutional Transformer Model”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3304639.

• (2023) “Subject-Independent Estimation of Continuous Movements Using CNN-LSTM for a Home-Based Upper Limb Rehabilitation System”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3303701.

• (2023) “Active Human-Following Control of an Exoskeleton Robot With Body Weight Support”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2023.3253181.

• (2022) “Metric Learning for Robust Gait Phase Recognition for a Lower Limb Exoskeleton Robot Based on sEMG”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3166543.

• (2022) “Lower Limb Motion Intention Recognition Based on sEMG Fusion Features”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3146446.

• (2022) “Design and Voluntary Control of Variable Stiffness Exoskeleton Based on sEMG Driven Model”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3160668.

• (2022) “A Novel Method for Detecting Misclassifications of the Locomotion Mode in Lower-Limb Exoskeleton Robot Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3185380.

• (2022) “Hardware Implementation for Lower Limb Surface EMG Measurement and Analysis Using Explainable AI for Activity Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3198443.

• (2022) “Cross-modal Integration and Transfer Learning Using Fuzzy Logic Techniques for Intelligent Upper Limb Prosthesis”, in IEEE Transactions on Fuzzy Systems. DOI: 10.1109/TFUZZ.2022.3198172.

• (2022) “sEMG-Triggered Fast Assistance Strategy for a Pneumatic Back Support Exoskeleton”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3196361.

• (2022) “Adaptive Switching Control Based on Dynamic Zero Moment Point for Versatile Hip Exoskeleton under Hybrid Locomotion”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2022.3229343.

• (2022) “Multiresolution Dual-Polynomial Decomposition Approach for Optimized Characterization of Motor Intent in Myoelectric Control Systems”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3221799.

• (2021) “Online Gait Planning of Lower-Limb Exoskeleton Robot for Paraplegic Rehabilitation Considering Weight Transfer Process”, in IEEE Transactions on Automation Science and Engineering. DOI: 10.1109/TASE.2020.2964807.

• (2021) “Muscle-Synergy-Based Planning and Neural-Adaptive Control for a Prosthetic Arm”, in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2021.3091038.

• (2021) “Neuromechanical Signal-Based Parallel and Scalable Model for Lower Limb Movement Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3076114.

• (2021) “A Hybrid Arm-Hand Rehabilitation Robot With EMG-Based Admittance Controller”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2021.3130090.

• (2021) “Postural Control Strategies in Standing With Handrail Support and Active Assistance From Robotic Upright Stand Trainer (RobUST)”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3097301.

• (2020) “A Novel Point-in-Polygon-Based sEMG Classifier for Hand Exoskeleton Systems”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3044113.

• (2020) “A sEMG-Driven Soft ExoSuit Based on Twisted String Actuators for Elbow Assistive Applications”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.2988152.

• (2020) “Human-Inspired Control of Dual-Arm Exoskeleton Robots With Force and Impedance Adaptation”, in IEEE Transactions on Systems, Man, and Cybernetics: Systems. DOI: 10.1109/TSMC.2018.2871196.

• (2020) “ForceArm: A Wearable Pneumatic Gel Muscle (PGM)-Based Assistive Suit for the Upper Limb”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2020.2990436.

• (2020) “Backdrivable and Fully-Portable Pneumatic Back Support Exoskeleton for Lifting Assistance”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.2969169.

• (2020) “SIMPA: Soft-Grasp Infant Myoelectric Prosthetic Arm”, in IEEE robotics and automation letters. DOI: 10.1109/LRA.2019.2963820.

• (2019) “Adaptive Oscillator-Based Robust Control for Flexible Hip Assistive Exoskeleton”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2019.2926678.

Rehabilitation

• (2023) “Enhancing EEG and sEMG Fusion Decoding Using a Multi-Scale Parallel Convolutional Network with Attention Mechanism”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3347579.

• (2023) “A Domain Adaptive Convolutional Neural Network for sEMG-Based Gait Phase Recognition Against to Speed Changes”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3228320.

• (2023) “Multi-channel FES gait rehabilitation assistance system based on adaptive sEMG modulation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3313617.

• (2023) “Interactive Virtual Ankle Movement Controlled by Wrist sEMG Improves Motor Imagery: An Exploratory Study”, in IEEE Transactions on Visualization and Computer Graphics. DOI: 10.1109/TVCG.2023.3294342.

• (2023) “Sample Entropy-Based Surface Electromyographic Examination with a Linear Electrode Array in Survivors with Spinal Cord Injury”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3290607.

• (2023) “Research on Multimodal Fusion Recognition Method of Upper Limb Motion Patterns”, in IEEE transactions on instrumentation and measurement. DOI: 10.1109/TIM.2023.3289556.

• (2023) “A Novel Lower-Limb Coordination Assessment Scheme Using Multi-Scale Nonlinear Coupling Characteristics With sEMG”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3246490.

• (2023) “Evaluation of a Fused Sonomyography and Electromyography-Based Control on a Cable-Driven Ankle Exoskeleton”, in IEEE Transactions on Robotics. DOI: 10.1109/TRO.2023.3236958.

• (2023) “Surface electromyography-based analysis of the lower limb muscle network and muscle synergies at various gait speeds”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3242911.

• (2023) “Phase-dependent Modulation of Muscle Activity and Intermuscular Coupling During Walking in Patients After Stroke”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3238758.

• (2022) “Engagement Enhancement Based on Bayesian Optimization for Adaptive Assist-as-Needed Controller”, in IEEE robotics and automation letters. DOI: 10.1109/LRA.2021.3118473.

• (2022) “Motion Analysis for Experimental Evaluation of an Event-Driven FES System”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2021.3137027.

• (2022) “Quantitative Elbow Spasticity Measurement Based on Muscle Activation Estimation Using Maximal Voluntary Contraction”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3173273.

• (2022) “A Home-based Tele-rehabilitation System With Enhanced Therapist-patient Remote Interaction: A Feasibility Study”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3176276.

• (2022) “Advanced Compliant Anti-Gravity Robot System for Lumbar Stabilization Exercise Using Series Elastic Actuator”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2021.3135974.

• (2022) “sEMG Onset Detection via Bidirectional Recurrent Neural Networks With Applications to Sports Science”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3198882.

• (2022) “Quantitative Assessment of Hand Motor Function for Post-Stroke Rehabilitation Based on HAGCN and Multimodality Fusion”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3192479.

• (2022) “Tactile-Based Assistive Method to Support Physical Therapy Routines in a Lightweight Upper-Limb Exoskeleton”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3188429.

• (2022) “A Task Performance-Based sEMG-Driven Variable Stiffness Control Strategy for Upper Limb Bilateral Rehabilitation System”, in IEEE/ASME Transactions on Mechatronics. DOI: 10.1109/TMECH.2022.3208610.

• (2022) “A Novel Compensatory Motion Detection Method Using Multiple Signals and Machine Learning”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3190503.

• (2021) “Motion Analysis of Deadlift for Trainers With Different Levels Based on Body Sensor Network”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3062162.

• (2021) “A Home-Based Bilateral Rehabilitation System With sEMG-based Real-Time Variable Stiffness”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3027303.

• (2021) “Voluntary Control of an Ankle Joint Exoskeleton by Able-Bodied Individuals and Stroke Survivors Using EMG-Based Admittance Control Scheme”, in IEEE Trans Biomed Eng. DOI: 10.1109/TBME.2020.3012296.

• (2021) “Postural Control Strategies in Standing With Handrail Support and Active Assistance From Robotic Upright Stand Trainer (RobUST)”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3097301.

• (2020) “MyoNet: A Transfer-Learning-Based LRCN for Lower Limb Movement Recognition and Knee Joint Angle Prediction for Remote Monitoring of Rehabilitation Progress From sEMG”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.2972523.

• (2020) “Design of Virtual Reality-Enabled Surface Electromyogram-Triggered Grip Exercise Platform”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2959449.

• (2020) “Quantitative Assessment of Upper-Limb Motor Function for Post-Stroke Rehabilitation Based on Motor Synergy Analysis and Multi-Modality Fusion”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.2978273.

• (2020) “Evaluating Immediate Benefits of Assisting Knee Extension With a Soft Inflatable Exosuit”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2020.2988305.

• (2020) “A Novel sEMG Triggered FES-Hybrid Robotic Lower Limb Rehabilitation System for Stroke Patients”, in IEEE transactions on medical robotics and bionics. DOI: 10.1109/TMRB.2020.3019081.

• (2020) “Enhancing Virtual Rehabilitation in Upper Limbs With Biocybernetic Adaptation: The Effects of Virtual Reality on Perceived Muscle Fatigue, Game Performance and User Experience”, in IEEE Trans Neural Syst Rehabil Eng. DOI: 10.1109/TNSRE.2020.2968869.

• (2019) “Electrotactile Feedback in a Virtual Hand Rehabilitation Platform: Evaluation and Implementation”, in IEEE Transactions on Automation Science and Engineering. DOI: 10.1109/TASE.2018.2882465.

• (2019) “Comparison of Muscular Activity and Movement Performance in Robot-Assisted and Freely Performed Exercises”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2018.2883116.

• (2019) “Asymmetry Index in Muscle Activations”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2903687.

Surgical robots

Myoelectric control

• (2023) “Decoding Natural Grasping Behaviors: Insights into MRCP Source Features and Coupling Dynamics”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3342426.

• (2023) “A Multidataset Characterization of Window-Based Hyperparameters for Deep CNN-Driven sEMG Pattern Recognition”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3329536.

• (2023) “Self-Supervised Regression Of sEMG Signals Combining Non-Negative Matrix Factorization With Deep Neural Networks For Robot Hand Multiple Grasping Motion Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3329764.

• (2023) “An online human dynamic arm strength perception method based on surface electromyography signals for human-robot collaboration”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3330226.

• (2023) “Decision-change Informed Rejection Improves Robustness in Pattern Recognition-based Myoelectric Control”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3316599.

• (2023) “MyoPassivity Map: Does Multi-Channel sEMG Correlate With the Energetic Behavior of Upper-Limb Biomechanics During Physical Human-Robot Interaction?”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3313489.

• (2023) “sEMG-based Adaptive Cooperative Multi-mode Control of a Soft Elbow Exoskeleton Using Neural Network Compensation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3306201.

• (2023) “Investigation of Real-Time Control of Finger Movements Utilizing Surface EMG Signals”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3299384.

• (2023) “Proportional and Simultaneous Real-Time Control of the Full Human Hand From High-Density Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3295060.

• (2023) “A Layered sEMG–FMG Hybrid Sensor for Hand Motion Recognition From Forearm Muscle Activities”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3287594.

• (2023) “Multi-view fusion network-based gesture recognition using sEMG data”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3287979.

• (2023) “Robot Programming by Demonstration: Trajectory Learning Enhanced by sEMG-Based User Hand Stiffness Estimation”, in IEEE Transactions on Robotics. DOI: 10.1109/TRO.2023.3258669.

• (2023) “A Novel Event-Driven Spiking Convolutional Neural Network for Electromyography Pattern Recognition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3258606.

• (2023) “Active Human-Following Control of an Exoskeleton Robot With Body Weight Support”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2023.3253181.

• (2023) “E2CNN: An Efficient Concatenated CNN for Classification of Surface EMG Extracted From Upper Limb”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3255408.

• (2022) “Surface Electromyography Image-Driven Torque Estimation of Multi-DoF Wrist Movements”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2021.3050367.

• (2022) “Incremental Learning and Fault-Tolerant Classifier for Myoelectric Pattern Recognition Against Multiple Bursting Interferences”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3176095.

• (2022) “Making a Case for Application of the Unsupervised PCA Algorithm for Simultaneous and Proportional Myoelectric Intention Estimation of Individual Fingers”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3152234.

• (2022) “Unknown Motion Rejection in Myoelectric Pattern Recognition Using Convolutional Prototype Network”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3143141.

• (2022) “Hand Gesture Recognition via Transient sEMG Using Transfer Learning of Dilated Efficient CapsNet: Towards Generalization for Neurorobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3191238.

• (2022) “sEMG-Based Minimally Supervised Regression Using Soft-DTW Neural Networks for Robot Hand Grasping Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3193247.

• (2022) “Adaptive Switching Control Based on Dynamic Zero Moment Point for Versatile Hip Exoskeleton under Hybrid Locomotion”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2022.3229343.

• (2022) “Hand Gestures Recognition for Human-Machine Interfaces: A Low-Power Bio-Inspired Armband”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2022.3211424.

• (2021) “Simultaneously Encoding Movement and sEMG-Based Stiffness for Robotic Skill Learning”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2020.2984482.

• (2021) “Combining Unsupervised Muscle Co-Contraction Estimation With Bio-Feedback Allows Augmented Kinesthetic Teaching”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3092269.

• (2021) “Evaluation of Synergy-Based Hand Gesture Recognition Method Against Force Variation for Robust Myoelectric Control”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3124744.

• (2020) “Force-Guided High-Precision Grasping Control of Fragile and Deformable Objects Using sEMG-Based Force Prediction”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.2974439.

• (2020) “sEMG-Based Human-in-the-Loop Control of Elbow Assistive Robots for Physical Tasks and Muscle Strength Training”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2020.3010741.

• (2020) “Muscle Synergy Assessment During Single-Leg Stance”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3030847.

• (2019) “Programming by Demonstration Using the Teleimpedance Control Scheme: Verification by an sEMG-Controlled Ball-Trapping Robot”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2018.2876676.

• (2019) “Spatial Information Enhances Myoelectric Control Performance With Only Two Channels”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2018.2869394.

• (2019) “A Modular Transradial Bypass Socket for Surface Myoelectric Prosthetic Control in Non-Amputees”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2941109.

Concerned Approach

Multimodal fusion

• (2023) “Enhancing EEG and sEMG Fusion Decoding Using a Multi-Scale Parallel Convolutional Network with Attention Mechanism”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3347579.

• (2023) “Accurate Identification of Motoneuron Discharges from Ultrasound Images Across the Full Muscle Cross-Section”, in IEEE transactions on biomedical engineering. DOI: 10.1109/TBME.2023.3340019.

• (2023) “Decoding Natural Grasping Behaviors: Insights into MRCP Source Features and Coupling Dynamics”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3342426.

• (2023) “Analysis Of Multiscale Corticomuscular Coupling Networks Based On Ordinal Patterns”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3337229.

• (2023) “Alignment-Enhanced Interactive Fusion Model for Complete and Incomplete Multimodal Hand Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3335101.

• (2023) “sEMG and IMU Data-based Hand Gesture Recognition Method using Multi-stream CNN with a Fine-tuning Transfer Framework”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3327999.

• (2023) “A High-Rate Hybrid BCI System Based on High-Frequency SSVEP and sEMG”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3321722.

• (2023) “Dynamic Hand Gesture Recognition Based on A-Mode Ultrasound Sensing: Proposing an Algorithm Based on the Long Short-Term Memory Framework”, in IEEE Systems, Man, and Cybernetics Magazine. DOI: 10.1109/MSMC.2023.3299431.

• (2023) “A Calibration-Free Hybrid BCI Speller System Based on High-Frequency SSVEP and sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3308779.

• (2023) “A Hybrid Multimodal Fusion Framework for sEMG-ACC-Based Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3231925.

• (2023) “Cross-Modal Integration and Transfer Learning Using Fuzzy Logic Techniques for Intelligent Upper Limb Prosthesis”, in IEEE Transactions on Fuzzy Systems. DOI: 10.1109/TFUZZ.2022.3198172.

• (2023) “Evaluation of a Fused Sonomyography and Electromyography-Based Control on a Cable-Driven Ankle Exoskeleton”, in IEEE Transactions on Robotics. DOI: 10.1109/TRO.2023.3236958.

• (2023) “High Performance Wearable Ultrasound as a Human-Machine Interface for wrist and hand kinematic tracking”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3307952.

• (2023) “Measuring Motor Unit Discharge, Myofiber Vibration, and Haemodynamics for Enhanced Myoelectric Gesture Recognition”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3234092.

• (2023) “Multimodal Fusion Convolutional Neural Network Based on sEMG and Accelerometer Signals for Intersubject Upper Limb Movement Classification”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3266872.

• (2023) “Multimodal Fusion Framework Based on Statistical Attention and Contrastive Attention for Sign Language Recognition”, in IEEE transactions on mobile computing. DOI: 10.1109/TMC.2023.3235935.

• (2023) “Multi-view fusion network-based gesture recognition using sEMG data”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3287979.

• (2023) “Pain Level and Pain-Related Behaviour Classification Using GRU-Based Sparsely-Connected RNNs”, in IEEE Journal of Selected Topics in Signal Processing. DOI: 10.1109/JSTSP.2023.3262358.

• (2023) “Prediction of Contralateral Lower-Limb Joint Angles Using Vibroarthrography and Surface Electromyography Signals in Time-Series Network”, in IEEE Transactions on Automation Science and Engineering. DOI: 10.1109/TASE.2022.3185706.

• (2023) “Research on Multimodal Fusion Recognition Method of Upper Limb Motion Patterns”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3289556.

• (2023) “Simultaneous Estimation of Hand Configurations and Finger Joint Angles Using Forearm Ultrasound”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2023.3237774.

• (2022) “A Novel Compensatory Motion Detection Method Using Multiple Signals and Machine Learning”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3190503.

• (2022) “A Simultaneous Gesture Classification and Force Estimation Strategy Based on Wearable A-Mode Ultrasound and Cascade Model”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3196926.

• (2022) “AE-CNN-Based Multisource Data Fusion for Gait Motion Step Length Estimation”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3206883.

• (2022) “An Extended Spatial Transformer Convolutional Neural Network for Gesture Recognition and Self-Calibration Based on Sparse sEMG Electrodes”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2022.3222196.

• (2022) “Assessment of Muscle Fatigue Based on Motor Unit Firing, Muscular Vibration and Oxygenation via Hybrid Mini-Grid sEMG, MMG, and NIRS Sensing”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3198472.

• (2022) “Continuous Estimation of Human Knee Joint Angles by Fusing Kinematic and Myoelectric Signals”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3200485.

• (2022) “Cross Modality Knowledge Distillation Between A-Mode Ultrasound and Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3195264.

• (2022) “Fatigue-Sensitivity Comparison of sEMG and A-Mode Ultrasound based Hand Gesture Recognition”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2021.3122277.

• (2022) “Fusing sEMG and EEG to Increase the Robustness of Hand Motion Recognition Using Functional Connectivity and GCN”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3221417.

• (2022) “Score, Rank, and Decision-Level Fusion Strategies of Multicode Electromyogram-Based Verification and Identification Biometrics”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2021.3109595.

• (2022) “Sparse Sonomyography-Based Estimation of Isometric Force: A Comparison of Methods and Features”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3172680.

• (2022) “A Multimodal Multilevel Converged Attention Network for Hand Gesture Recognition With Hybrid sEMG and A-Mode Ultrasound Sensing”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2022.3204343.

• (2021) “A Dual-Modal Approach Using Electromyography and Sonomyography Improves Prediction of Dynamic Ankle Movement: A Case Study”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3106900.

• (2021) “Bayesian-Wavelet-Based Multisource Decision Fusion”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3094829.

• (2021) “Evaluation of Non-Invasive Ankle Joint Effort Prediction Methods for Use in Neurorehabilitation Using Electromyography and Ultrasound Imaging”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3014861.

• (2021) “Motion Analysis of Deadlift for Trainers With Different Levels Based on Body Sensor Network”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2021.3062162.

• (2021) “Multimodal Data Fusion of Electromyography and Acoustic Signals for Thai Syllable Recognition”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3034158.

• (2021) “Toward an Integrated Multi-Modal sEMG/MMG/NIRS Sensing System for Human–Machine Interface Robust to Muscular Fatigue”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2020.3023742.

• (2020) “Comparative Analysis of Wearable A-Mode Ultrasound and sEMG for Muscle-Computer Interface”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2962499.

• (2020) “Exploration of Chinese Sign Language Recognition Using Wearable Sensors Based on Deep Belief Net”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2019.2941535.

• (2020) “Integrated Head-Tilt and Electromyographic Cursor Control”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.2987144.

• (2020) “Prediction of Ankle Dorsiflexion Moment by Combined Ultrasound Sonography and Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2953588.

• (2019) “A CNN-Based Method for Intent Recognition Using Inertial Measurement Units and Intelligent Lower Limb Prosthesis”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2909585.

• (2019) “Nocturnal Epileptic Seizures Detection Using Inertial and Muscular Sensors”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2018.2883451.

• (2019) “Toward Portable Hybrid Surface Electromyography/A-Mode Ultrasound Sensing for Human–Machine Interface”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2019.2903532.

• (2019) “Wrist and Finger Gesture Recognition With Single-Element Ultrasound Signals: A Comparison With Single-Channel Surface Electromyogram”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2018.2872593.

Machine learning

• (2023) “Attention-Enhanced Frequency-Split Convolution Block for sEMG Motion Classification: Experiments on Premier League and Ninapro Datasets”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3345731.

• (2023) “A Physics-Informed Low-Shot Adversarial Learning For sEMG-Based Estimation of Muscle Force and Joint Kinematics”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3347672.

• (2023) “From Forearm to Wrist: Deep Learning for Surface Electromyography-Based Gesture Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3341220.

• (2023) “Cross-user Electromyography Pattern Recognition Based on A Novel Spatial-temporal Graph Convolutional Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3342050.

• (2023) “EMG-Based Intention Detection Using Deep Learning for Shared Control in Upper-Limb Assistive Exoskeletons”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3330678.

• (2023) “Towards Robust and Efficient Musculoskeletal Modelling Using Distributed Physics-informed Deep Learning”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3325522.

• (2023) “Dynamic Hand Gesture Recognition Based on A-Mode Ultrasound Sensing: Proposing an Algorithm Based on the Long Short-Term Memory Framework”, in IEEE Systems, Man, and Cybernetics Magazine. DOI: 10.1109/MSMC.2023.3299431.

• (2023) “TraHGR: Transformer for Hand Gesture Recognition via ElectroMyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3324252.

• (2023) “PC-GNN: Pearson Correlation-Based Graph Neural Network for Recognition of Human Lower Limb Activity Using sEMG Signal”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3319356.

• (2023) “A BERT Based Method for Continuous Estimation of Cross-Subject Hand Kinematics From Surface Electromyographic Signals”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3216528.

• (2023) “A CNN-Transformer Hybrid Recognition Approach for sEMG-Based Dynamic Gesture Prediction”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3273651.

• (2023) “A Domain Adaptive Convolutional Neural Network for sEMG-Based Gait Phase Recognition Against to Speed Changes”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3228320.

• (2023) “A Hybrid Multimodal Fusion Framework for sEMG-ACC-Based Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3231925.

• (2023) “A Novel Approach to Detecting Muscle Fatigue Based on sEMG by Using Neural Architecture Search Framework”, in IEEE Transactions on Neural Networks and Learning Systems. DOI: 10.1109/TNNLS.2021.3124330.

• (2023) “A Novel Event-Driven Spiking Convolutional Neural Network for Electromyography Pattern Recognition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3258606.

• (2023) “A Novel Hybrid Unsupervised Domain Adaptation Method for Cross-subject Joint Angle Estimation from Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3317680.

• (2023) “A Transfer Learning Based Cross-Subject Generic Model for Continuous Estimation of Finger Joint Angles From a New User”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3234989.

• (2023) “A Transformer-based Multi-task Learning Framework for Myoelectric Pattern Recognition Supporting Muscle Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3298797.

• (2023) “Active Human-Following Control of an Exoskeleton Robot With Body Weight Support”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2023.3253181.

• (2023) “Decoding Electromyographic Signal With Multiple Labels for Hand Gesture Recognition”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2023.3264417.

• (2023) “DSDAN: Dual-Step Domain Adaptation Network Based on Bidirectional Knowledge Distillation for Cross-User Myoelectric Pattern Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3305619.

• (2023) “E2CNN: An Efficient Concatenated CNN for Classification of Surface EMG Extracted From Upper Limb”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3255408.

• (2023) “Enhanced Lightweight CNN Using Joint Classification With Averaging Probability for sEMG-Based Subject-Independent Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3296649.

• (2023) “Hand Movement Recognition and Salient Tremor Feature Extraction with Wearable Devices in Parkinson’s Patients”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2023.3266812.

• (2023) “ICA-CNN: Gesture Recognition Using CNN With Improved Channel Attention Mechanism and Multimodal Signals”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3236682.

• (2023) “Interventionalist Hand Motion Recognition With Convolutional Neural Network in Robot-Assisted Coronary Interventions”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3281009.

• (2023) “LSTM-AE for Domain Shift Quantification in Cross-day Upper-limb Motion Estimation Using Surface Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3281455.

• (2023) “Multi-Attention Feature Fusion Network for Accurate Estimation of Finger Kinematics From Surface Electromyographic Signals”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2023.3252817.

• (2023) “Multi-Channel FES Gait Rehabilitation Assistance System Based on Adaptive sEMG Modulation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3313617.

• (2023) “Multimodal Fusion Framework Based on Statistical Attention and Contrastive Attention for Sign Language Recognition”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2023.3235935.

• (2023) “Physics-Informed Deep Learning for Musculoskeletal Modeling: Predicting Muscle Forces and Joint Kinematics From Surface EMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3226860.

• (2023) “Prediction of Contralateral Lower-Limb Joint Angles Using Vibroarthrography and Surface Electromyography Signals in Time-Series Network”, in IEEE Transactions on Automation Science and Engineering. DOI: 10.1109/TASE.2022.3185706.

• (2023) “Proportional and Simultaneous Real-Time Control of the Full Human Hand From High-Density Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3295060.

• (2023) “Recognition of Lower Limb Movements Using Machine Learning Methods and Bispectral Maps of Wireless sEMG Measurements”, in IEEE Sensors Letters. DOI: 10.1109/LSENS.2023.3307108.

• (2023) “sEMG-Based Gesture Recognition Method for Coal Mine Inspection Manipulator Using Multistream CNN”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3264646.

• (2023) “Silent Speech Interface With Vocal Speaker Assistance Based on Convolution-Augmented Transformer”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3273660.

• (2023) “Silent Speech Recognition Based on High-Density Surface Electromyogram Using Hybrid Neural Networks”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3226197.

• (2023) “Simultaneous Estimation of Hand Configurations and Finger Joint Angles Using Forearm Ultrasound”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2023.3237774.

• (2023) “Subject-Independent Estimation of Continuous Movements Using CNN-LSTM for a Home-Based Upper Limb Rehabilitation System”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2023.3303701.

• (2023) “Weighting-Based Deep Ensemble Learning for Recognition of Interventionalists’ Hand Motions During Robot-Assisted Intravascular Catheterization”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3226038.

• (2022) “A CNN-Attention Network for Continuous Estimation of Finger Kinematics from Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3169448.

• (2022) “A Hierarchical Hand Gesture Recognition Framework for Sports Referee Training-Based EMG and Accelerometer Sensors”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2020.3007173.

• (2022) “A Multifeatured Time–Frequency Neural Network System for Classifying sEMG”, in IEEE Transactions on Circuits and Systems II: Express Briefs. DOI: 10.1109/TCSII.2022.3181057.

• (2022) “A Multimodal Multilevel Converged Attention Network for Hand Gesture Recognition With Hybrid sEMG and A-Mode Ultrasound Sensing”, in IEEE Transactions on Cybernetics. DOI: 10.1109/TCYB.2022.3204343.

• (2022) “A Novel Method for Detecting Misclassifications of the Locomotion Mode in Lower-Limb Exoskeleton Robot Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3185380.

• (2022) “AE-CNN-Based Multisource Data Fusion for Gait Motion Step Length Estimation”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3206883.

• (2022) “An EMG-Based Deep Learning Approach for Multi-DOF Wrist Movement Decoding”, in IEEE Transactions on Industrial Electronics. DOI: 10.1109/TIE.2021.3097666.

• (2022) “CNN Confidence Estimation for Rejection-Based Hand Gesture Classification in Myoelectric Control”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2021.3123186.

• (2022) “Continuous Estimation of Human Joint Angles From sEMG Using a Multi-Feature Temporal Convolutional Attention-Based Network”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3198640.

• (2022) “Cross Modality Knowledge Distillation Between A-Mode Ultrasound and Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3195264.

• (2022) “Electrode Shift Robust CNN for High-Density Myoelectric Pattern Recognition Control”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3204996.

• (2022) “Explainable Deep Learning Model for EMG-Based Finger Angle Estimation Using Attention”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3188275.

• (2022) “Hand Gesture Recognition via Transient sEMG Using Transfer Learning of Dilated Efficient CapsNet: Towards Generalization for Neurorobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3191238.

• (2022) “Improved and Secured Electromyography in the Internet of Health Things”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2021.3118810.

• (2022) “Improving the Robustness and Adaptability of sEMG-Based Pattern Recognition Using Deep Domain Adaptation”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3197831.

• (2022) “Lightweight Neural Architecture Search for Temporal Convolutional Networks at the Edge”, in IEEE Transactions on Computers. DOI: 10.1109/TC.2022.3177955.

• (2022) “Lower Limb Motion Intention Recognition Based on sEMG Fusion Features”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3146446.

• (2022) “Measurement of Stride Time by Machine Learning: Sensitivity Analysis for the Simplification of the Experimental Protocol”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3165257.

• (2022) “Metric Learning for Robust Gait Phase Recognition for a Lower Limb Exoskeleton Robot Based on sEMG”, in IEEE Transactions on Medical Robotics and Bionics. DOI: 10.1109/TMRB.2022.3166543.

• (2022) “Movements Classification Through sEMG With Convolutional Vision Transformer and Stacking Ensemble Learning”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3179535.

• (2022) “Perilaryngeal-Cranial Functional Muscle Network Differentiates Vocal Tasks: A Multi-Channel sEMG Approach”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3175948.

• (2022) “Quantitative Assessment of Hand Motor Function for Post-Stroke Rehabilitation Based on HAGCN and Multimodality Fusion”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3192479.

• (2022) “Reliability Analysis for Finger Movement Recognition With Raw Electromyographic Signal by Evidential Convolutional Networks”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3141593.

• (2022) “sEMG Onset Detection via Bidirectional Recurrent Neural Networks With Applications to Sports Science”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3198882.

• (2022) “sEMG-Based Gesture Recognition Using Deep Learning From Noisy Labels”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3179630.

• (2022) “sEMG-Based Minimally Supervised Regression Using Soft-DTW Neural Networks for Robot Hand Grasping Control”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3193247.

• (2022) “Simultaneous sEMG Recognition of Gestures and Force Levels for Interaction With Prosthetic Hand”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3199809.

• (2022) “Spectral Image-Based Multiday Surface Electromyography Classification of Hand Motions Using CNN for Human–Computer Interaction”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3204121.

• (2022) “Unknown Motion Rejection in Myoelectric Pattern Recognition Using Convolutional Prototype Network”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3143141.

• (2021) “A Bi-Directional LSTM Network for Estimating Continuous Upper Limb Movement From Surface Electromyography”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3097272.

• (2021) “A CNN-LSTM Hybrid Model for Wrist Kinematics Estimation Using Surface Electromyography”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2020.3036654.

• (2021) “A Rapid Spiking Neural Network Approach With an Application on Hand Gesture Recognition”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2019.2918228.

• (2021) “A Transfer Learning Model for Gesture Recognition Based on the Deep Features Extracted by CNN”, in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2021.3098253.

• (2021) “Adaptive Electrode Calibration Method Based on Muscle Core Activation Regions and Its Application in Myoelectric Pattern Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3029099.

• (2021) “Deep Neural Network Approach in EMG-Based Force Estimation for Human–Robot Interaction”, in IEEE Transactions on Artificial Intelligence. DOI: 10.1109/TAI.2021.3066565.

• (2021) “FS-HGR: Few-Shot Learning for Hand Gesture Recognition via Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3077413.

• (2021) “Hand Gesture Recognition based on Surface Electromyography using Convolutional Neural Network with Transfer Learning Method”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2020.3009383.

• (2021) “Inter-Subject Domain Adaptation for CNN-Based Wrist Kinematics Estimation Using sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3086401.

• (2021) “Machine-Learning-Based Prediction of Gait Events From EMG in Cerebral Palsy Children”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3076366.

• (2021) “Multiplex Recurrence Network Analysis of Inter-Muscular Coordination During Sustained Grip and Pinch Contractions at Different Force Levels”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3117286.

• (2021) “Real-Time Forecasting of sEMG Features for Trunk Muscle Fatigue Using Machine Learning”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3012783.

• (2021) “Robust Continuous Hand Motion Recognition Using Wearable Array Myoelectric Sensor”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3098120.

• (2021) “Temporal Dilation of Deep LSTM for Agile Decoding of sEMG: Application in Prediction of Upper-Limb Motor Intention in NeuroRobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2021.3091698.

• (2020) “Exploration of Chinese Sign Language Recognition Using Wearable Sensors Based on Deep Belief Net”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2019.2941535.

• (2020) “Hear Sign Language: A Real-time End-to-End Sign Language Recognition System”, in IEEE Transactions on Mobile Computing. DOI: 10.1109/TMC.2020.3038303.

• (2020) “Improved High-Density Myoelectric Pattern Recognition Control Against Electrode Shift Using Data Augmentation and Dilated Convolutional Neural Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3030931.

• (2020) “Learning Effective Spatial–Temporal Features for sEMG Armband-Based Gesture Recognition”, in IEEE Internet of Things Journal. DOI: 10.1109/JIOT.2020.2979328.

• (2020) “Locomo-Net: A Low -Complex Deep Learning Framework for sEMG-Based Hand Movement Recognition for Prosthetic Control”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2020.3023898.

• (2020) “Robust Real-Time Embedded EMG Recognition Framework Using Temporal Convolutional Networks on a Multicore IoT Processor”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2959160.

• (2020) “A Fully Embedded Adaptive Real-Time Hand Gesture Classifier Leveraging HD-sEMG and Deep Learning”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2955641.

• (2019) “sEMG-Based Tremor Severity Evaluation for Parkinson’s Disease Using a Light-Weight CNN”, in IEEE Signal Processing Letters. DOI: 10.1109/LSP.2019.2903334.

• (2019) “Surface-Electromyography-Based Gesture Recognition by Multi-View Deep Learning”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2019.2899222.

HD-sEMG

• (2023) “Cross-user Electromyography Pattern Recognition Based on A Novel Spatial-temporal Graph Convolutional Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3342050.

• (2023) “Alterations of motor unit characteristics associated with muscle fatigue”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3338221.

• (2023) “Adaptive Online Decomposition of Surface EMG Using Progressive FastICA Peel-off”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3331498.

• (2023) “A Novel Approach to Surface EMG-based Gesture Classification Using a Vision Transformer Integrated with Convolutive Blind Source Separation”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2023.3330289.

• (2023) “Feasibility of Wrist-Worn, Cancelable, Real-Time Biometric Authentication via HD-sEMG and Dynamic Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3327490.

• (2023) “Feasibility of Wrist-Worn, Cancelable, Real-Time Biometric Authentication via HD-sEMG and Dynamic Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3327490.

• (2023) “Optimal Motor Unit Subset Selection for Accurate Motor Intention Decoding: Towards Dexterous Real-Time Interfacing”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3326065.

• (2023) “A Novel Event-Driven Spiking Convolutional Neural Network for Electromyography Pattern Recognition”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3258606.

• (2023) “Decoding Silent Speech Based on High-Density Surface Electromyogram Using Spatiotemporal Neural Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3266299.

• (2023) “Enhanced Lightweight CNN Using Joint Classification With Averaging Probability for sEMG-Based Subject-Independent Hand Gesture Recognition”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2023.3296649.

• (2023) “Extracting Spatial Muscle Activation Patterns in Facial and Neck Muscles for Silent Speech Recognition Using High-Density sEMG”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3277930.

• (2023) “Functionally Adaptive Myosite Selection Using High-Density sEMG for Upper Limb Myoelectric Prostheses”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2023.3274053.

• (2023) “Iterative Pseudo-Sparse Partial Least Square and its Higher-Order variant: Application to inference from high-dimensional biosignals”, in IEEE Transactions on Cognitive and Developmental Systems. DOI: 10.1109/TCDS.2023.3267010.

• (2023) “Proportional and Simultaneous Real-Time Control of the Full Human Hand From High-Density Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3295060.

• (2023) “Silent Speech Recognition Based on High-Density Surface Electromyogram Using Hybrid Neural Networks”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3226197.

• (2023) “An Electrode Configuration Framework for sEMG-Based Gesture Recognition With Muscle-Matched Layouts”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3311054.

• (2022) “A New Deep Anomaly Detection-Based Method for User Authentication Using Multichannel Surface EMG Signals of Hand Gestures”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3164162.

• (2022) “A Novel Myoelectric Control Scheme Supporting Synchronous Gesture Recognition and Muscle Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3166764.

• (2022) “Deep Heterogeneous Dilation of LSTM for Transient-Phase Gesture Prediction Through High-Density Electromyography: Towards Application in Neurorobotics”, in IEEE Robotics and Automation Letters. DOI: 10.1109/LRA.2022.3142721.

• (2022) “Design and Validation of a Wireless Body Sensor Network for Integrated EEG and HD-sEMG Acquisitions”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3140220.

• (2022) “Electrode Shift Robust CNN for High-Density Myoelectric Pattern Recognition Control”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3204996.

• (2022) “Incremental Adaptive Gesture Classifier for Upper Limb Prostheses”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3179472.

• (2022) “Measuring Neuromuscular Electrophysiological Activities to Decode HD-sEMG Biometrics for Cross-Application Discrepant Personal Identification With Unknown Identities”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3180434.

• (2022) “Optimization of HD-sEMG-Based Cross-Day Hand Gesture Classification by Optimal Feature Extraction and Data Augmentation”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3175408.

• (2022) “Robust Synchronized Data Acquisition for Biometric Authentication”, in IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2022.3182326.

• (2022) “User-Tailored Hand Gesture Recognition System for Wearable Prosthesis and Armband Based on Surface Electromyogram”, in IEEE transactions on instrumentation and measurement. DOI: 10.1109/TIM.2022.3217868.

• (2021) “Adaptive Electrode Calibration Method Based on Muscle Core Activation Regions and Its Application in Myoelectric Pattern Recognition”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3029099.

• (2021) “Decoding Muscle Force From Motor Unit Firings Using Encoder-Decoder Networks”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3126752.

• (2021) “Deep Learning for Robust Decomposition of High-Density Surface EMG Signals”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2020.3006508.

• (2021) “Design and Characterization of a Textile Electrode System for the Detection of High-Density sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3086860.

• (2021) “Machine-Learning-Based Prediction of Gait Events From EMG in Cerebral Palsy Children”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3076366.

• (2021) “Mapping Responses of Lumbar Paravertebral Muscles to Single-Pulse Cortical TMS Using High-Density Surface Electromyography”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3076095.

• (2021) “Open Access Dataset, Toolbox and Benchmark Processing Results of High-Density Surface Electromyogram Recordings”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3082551.

• (2020) “A Fully Embedded Adaptive Real-Time Hand Gesture Classifier Leveraging HD-sEMG and Deep Learning”, in IEEE Transactions on Biomedical Circuits and Systems. DOI: 10.1109/TBCAS.2019.2955641.

• (2020) “High-Density Surface EMG Denoising Using Independent Vector Analysis”, in IEEE Trans Neural Syst Rehabil Eng. DOI: 10.1109/TNSRE.2020.2987709.

• (2020) “Improved High-Density Myoelectric Pattern Recognition Control Against Electrode Shift Using Data Augmentation and Dilated Convolutional Neural Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3030931.

• (2020) “Muscle Force Estimation Based on Neural Drive Information From Individual Motor Units”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2020.3042788.

• (2019) “A Novel HD-sEMG Preprocessing Method Integrating Muscle Activation Heterogeneity Analysis and Kurtosis-Guided Filtering for High-Accuracy Joint Force Estimation”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2019.2933811.

Others

• (2023) “Feature Identification Framework for Back Injury Risk in Repetitive Work With Application in Sheep Shearing”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3199025.

• (2023) “Model-Based Estimation of Inspiratory Effort Using Surface EMG”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3188183.

• (2023) “Weighting-Based Deep Ensemble Learning for Recognition of Interventionalists’ Hand Motions During Robot-Assisted Intravascular Catheterization”, in IEEE Transactions on Human-Machine Systems. DOI: 10.1109/THMS.2022.3226038.

• (2023) “A Calibration-Free Hybrid BCI Speller System Based on High-Frequency SSVEP and sEMG”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3308779.

• (2023) “EMAHA-DB1: A New Upper Limb sEMG Dataset for Classification of Activities of Daily Living”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3279873.

• (2023) “Silent Speech Interface With Vocal Speaker Assistance Based on Convolution-Augmented Transformer”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2023.3273660.

• (2023) “Characterizing the Blood Pressure Response to Physical Counterpressure Manoeuvres Using Surface Electromyography in Adults With Long Covid”, in IEEE Journal of Translational Engineering in Health and Medicine. DOI: 10.1109/JTEHM.2023.3273910.

• (2023) “Decoding Silent Speech Based on High-Density Surface Electromyogram Using Spatiotemporal Neural Network”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2023.3266299.

• (2023) “Pain Level and Pain-Related Behaviour Classification Using GRU-Based Sparsely-Connected RNNs”, in IEEE Journal of Selected Topics in Signal Processing. DOI: 10.1109/JSTSP.2023.3262358.

• (2022) “SeNic: An Open Source Dataset for sEMG-Based Gesture Recognition in Non-Ideal Conditions”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3173708.

• (2022) “Non-Invasive Human-Machine Interface (HMI) Systems With Hybrid On-Body Sensors for Controlling Upper-Limb Prosthesis: A Review”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3169492.

• (2022) “Noninvasive Assessment of Neuromechanical and Neuroventilatory Coupling in COPD”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3166255.

• (2022) “Toward Robust, Adaptiveand Reliable Upper-Limb Motion Estimation Using Machine Learning and Deep Learning–A Survey in Myoelectric Control”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3159792.

• (2022) “Simulating Underwater Human Motions on the Ground With a Cable-Driven Robotic Platform”, in IEEE Transactions on Robotics. DOI: 10.1109/TRO.2022.3197338.

• (2022) “Torque Estimation of Knee Flexion and Extension Movements From a Mechanomyogram of the Femoral Muscle”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2022.3169225.

• (2022) “Measuring Neuromuscular Electrophysiological Activities to Decode HD-sEMG Biometrics for Cross-Application Discrepant Personal Identification With Unknown Identities”, in IEEE Transactions on Instrumentation and Measurement. DOI: 10.1109/TIM.2022.3180434.

• (2022) “Surface Electromyography as a Natural Human–Machine Interface: A Review”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2022.3165988.

• (2022) “Motor Unit Number Estimation in Spastic Biceps Brachii Muscles of Chronic Stroke Survivors Before and After BoNT Injection”, in IEEE Transactions on Biomedical Engineering. DOI: 10.1109/TBME.2022.3208078.

• (2022) “Analysis of Functional Corticomuscular Coupling Based on Multiscale Transfer Spectral Entropy”, in IEEE Journal of Biomedical and Health Informatics. DOI: 10.1109/JBHI.2022.3193984.

• (2021) “A Dataset of Human Motion and Muscular Activities in Manual Material Handling Tasks for Biomechanical and Ergonomic Analyses”, in IEEE Sensors Journal. DOI: 10.1109/JSEN.2021.3113123.

• (2021) “Open Access Dataset, Toolbox and Benchmark Processing Results of High-Density Surface Electromyogram Recordings”, in IEEE Transactions on Neural Systems and Rehabilitation Engineering. DOI: 10.1109/TNSRE.2021.3082551.