A Multimodal Fatigue Detection System Using sEMG and IMU Signals with a Hybrid CNN-LSTM-Attention Model
Physical fatigue significantly impacts safety and performance across industrial, athletic, and medical domains, yet its detection remains challenging due to individual variability and limited generalizability of existing methods. This study introduces a multimodal fatigue detection system integratin...
| Published in: | Sensors |
|---|---|
| Main Authors: | Soree Hwang, Nayeon Kwon, Dongwon Lee, Jongman Kim, Sumin Yang, Inchan Youn, Hyuk-June Moon, Joon-Kyung Sung, Sungmin Han |
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-05-01
|
| Subjects: | |
| Online Access: | https://www.mdpi.com/1424-8220/25/11/3309 |
Similar Items
Multi-Category Gesture Recognition Modeling Based on sEMG and IMU Signals
by: Yujian Jiang, et al.
Published: (2022-08-01)
by: Yujian Jiang, et al.
Published: (2022-08-01)
sEMG-based automatic characterization of swallowed materials
by: Eman A. Hassan, et al.
Published: (2024-05-01)
by: Eman A. Hassan, et al.
Published: (2024-05-01)
Metrology in sEMG and movement analysis: the need for training new figures in clinical rehabilitation
by: Roberto Merletti
Published: (2024-01-01)
by: Roberto Merletti
Published: (2024-01-01)
Evaluation of Feature Extraction and Classification for Lower Limb Motion Based on sEMG Signal
by: Pengjie Qin, et al.
Published: (2020-07-01)
by: Pengjie Qin, et al.
Published: (2020-07-01)
The Influence of the sEMG Amplitude Estimation Technique on the EMG–Force Relationship
by: Simone Ranaldi, et al.
Published: (2022-05-01)
by: Simone Ranaldi, et al.
Published: (2022-05-01)
Evaluation of Feature Extraction and Recognition for Activity Monitoring and Fall Detection Based on Wearable sEMG Sensors
by: Xugang Xi, et al.
Published: (2017-05-01)
by: Xugang Xi, et al.
Published: (2017-05-01)
A High-Performance Hybrid Transformer–LSTM–XGBoost Model for sEMG-Based Fatigue Detection in Simulated Roofing Postures
by: Sujan Acharya, et al.
Published: (2025-08-01)
by: Sujan Acharya, et al.
Published: (2025-08-01)
A Multi-Scale CNN for Transfer Learning in sEMG-Based Hand Gesture Recognition for Prosthetic Devices
by: Riccardo Fratti, et al.
Published: (2024-11-01)
by: Riccardo Fratti, et al.
Published: (2024-11-01)
High-Accuracy Lower-Limb Intent Recognition: A KPCA-ISSA-SVM Approach with sEMG-IMU Sensor Fusion
by: Kaiyang Yin, et al.
Published: (2025-09-01)
by: Kaiyang Yin, et al.
Published: (2025-09-01)
Effects of gait speed on paraspinal muscle activation: an sEMG analysis of the multifidus and erector spinae
by: Aleksandra Bryndal, et al.
Published: (2025-04-01)
by: Aleksandra Bryndal, et al.
Published: (2025-04-01)
Synthesis of sEMG Signals for Hand Gestures Using a 1DDCGAN
by: Mohamed Amin Gouda, et al.
Published: (2023-11-01)
by: Mohamed Amin Gouda, et al.
Published: (2023-11-01)
Study on Flexible sEMG Acquisition System and Its Application in Muscle Strength Evaluation and Hand Rehabilitation
by: Chang Liu, et al.
Published: (2022-11-01)
by: Chang Liu, et al.
Published: (2022-11-01)
User Training With Error Augmentation for sEMG-Based Gesture Classification
by: Yunus Bicer, et al.
Published: (2024-01-01)
by: Yunus Bicer, et al.
Published: (2024-01-01)
Recurrent Neural Network Enabled Continuous Motion Estimation of Lower Limb Joints From Incomplete sEMG Signals
by: Gang Wang, et al.
Published: (2024-01-01)
by: Gang Wang, et al.
Published: (2024-01-01)
Monitoring Lower Back Activity in Daily Life Using Small Unintrusive Sensors and Wearable Electronics in the Context of Rheumatic and Musculoskeletal Diseases
by: Mathieu Baijot, et al.
Published: (2021-09-01)
by: Mathieu Baijot, et al.
Published: (2021-09-01)
Selection of the Best Set of Features for sEMG-Based Hand Gesture Recognition Applying a CNN Architecture
by: Jorge Arturo Sandoval-Espino, et al.
Published: (2022-06-01)
by: Jorge Arturo Sandoval-Espino, et al.
Published: (2022-06-01)
sEMG Signals Characterization and Identification of Hand Movements by Machine Learning Considering Sex Differences
by: Ruixuan Zhang, et al.
Published: (2022-03-01)
by: Ruixuan Zhang, et al.
Published: (2022-03-01)
Review of sEMG for Robot Control: Techniques and Applications
by: Tao Song, et al.
Published: (2023-08-01)
by: Tao Song, et al.
Published: (2023-08-01)
Integrating sEMG and IMU Sensors in an e-Textile Smart Vest for Forward Posture Monitoring: First Steps
by: João Martins, et al.
Published: (2024-07-01)
by: João Martins, et al.
Published: (2024-07-01)
Does Exerting Grasps Involve a Finite Set of Muscle Patterns? A Study of Intra- and Intersubject Variability of Forearm sEMG Signals in Seven Grasp Types
by: Nestor J. Jarque-Bou, et al.
Published: (2024-01-01)
by: Nestor J. Jarque-Bou, et al.
Published: (2024-01-01)
A Smartphone-Based sEMG Signal Analysis System for Human Action Recognition
by: Shixin Yu, et al.
Published: (2023-08-01)
by: Shixin Yu, et al.
Published: (2023-08-01)
Study on Noise Reduction and Data Generation for sEMG Spectrogram Based User Recognition
by: Jae-Myeong Kim, et al.
Published: (2022-07-01)
by: Jae-Myeong Kim, et al.
Published: (2022-07-01)
Feature Set to sEMG Classification Obtained With Fisher Score
by: Diana C. Toledo-Perez, et al.
Published: (2024-01-01)
by: Diana C. Toledo-Perez, et al.
Published: (2024-01-01)
Grasping force prediction based on sEMG signals
by: Ruyi Ma, et al.
Published: (2020-06-01)
by: Ruyi Ma, et al.
Published: (2020-06-01)
Editorial: Surface EMG and other measurement techniques in rehabilitation research and practice: are new educational programs needed?
by: Marco Tramontano, et al.
Published: (2025-02-01)
by: Marco Tramontano, et al.
Published: (2025-02-01)
Continuous Estimation of Human Knee Joint Angles by Fusing Kinematic and Myoelectric Signals
by: Ning Sun, et al.
Published: (2022-01-01)
by: Ning Sun, et al.
Published: (2022-01-01)
High-Accuracy Clock Synchronization in Low-Power Wireless sEMG Sensors
by: Giorgio Biagetti, et al.
Published: (2025-01-01)
by: Giorgio Biagetti, et al.
Published: (2025-01-01)
Identification of lower limb muscle fatigue in basketball players based on sEMG signals
by: Xiao Ma, et al.
Published: (2025-10-01)
by: Xiao Ma, et al.
Published: (2025-10-01)
IMU Motion Capture Method with Adaptive Tremor Attenuation in Teleoperation Robot System
by: Huijin Zhu, et al.
Published: (2022-04-01)
by: Huijin Zhu, et al.
Published: (2022-04-01)
Wearable and wireless sEMG acquisition system based on the Internet of Medical Things
by: Manuela Gomez-Correa, et al.
Published: (2025-08-01)
by: Manuela Gomez-Correa, et al.
Published: (2025-08-01)
Research on a Calculation Model of Ankle-Joint-Torque-Based sEMG
by: Xu Qiu, et al.
Published: (2024-05-01)
by: Xu Qiu, et al.
Published: (2024-05-01)
Estimation of Lower Limb Kinematics during Squat Task in Different Loading Using sEMG Activity and Deep Recurrent Neural Networks
by: Alireza Rezaie Zangene, et al.
Published: (2021-11-01)
by: Alireza Rezaie Zangene, et al.
Published: (2021-11-01)
The Impact of Load Style Variation on Gait Recognition Based on sEMG Images Using a Convolutional Neural Network
by: Xianfu Zhang, et al.
Published: (2021-12-01)
by: Xianfu Zhang, et al.
Published: (2021-12-01)
Fabrication and Evaluation of Embroidery-Based Electrode for EMG Smart Wear Using Moss Stitch Technique
by: Soohyeon Rho, et al.
Published: (2023-11-01)
by: Soohyeon Rho, et al.
Published: (2023-11-01)
Machine Learning Based Abnormal Gait Classification with IMU Considering Joint Impairment
by: Soree Hwang, et al.
Published: (2024-08-01)
by: Soree Hwang, et al.
Published: (2024-08-01)
A Novel TCN-LSTM Hybrid Model for sEMG-Based Continuous Estimation of Wrist Joint Angles
by: Jiale Du, et al.
Published: (2024-08-01)
by: Jiale Du, et al.
Published: (2024-08-01)
Development of an Integrated System of sEMG Signal Acquisition, Processing, and Analysis with AI Techniques
by: Filippo Laganà, et al.
Published: (2024-07-01)
by: Filippo Laganà, et al.
Published: (2024-07-01)
STMS-Net: Spatial Temporal Multi-Spectral Network for sEMG Gesture Recognition
by: Wang Sijin, et al.
Published: (2025-01-01)
by: Wang Sijin, et al.
Published: (2025-01-01)
Quantification of high and low sEMG spectral components during sustained isometric contraction
by: Álvaro Costa‐García, et al.
Published: (2022-05-01)
by: Álvaro Costa‐García, et al.
Published: (2022-05-01)
Estimation of Knee Joint Angle from Surface EMG Using Multiple Kernels Relevance Vector Regression
by: Hui-Bin Li, et al.
Published: (2023-05-01)
by: Hui-Bin Li, et al.
Published: (2023-05-01)
Similar Items
-
Multi-Category Gesture Recognition Modeling Based on sEMG and IMU Signals
by: Yujian Jiang, et al.
Published: (2022-08-01) -
sEMG-based automatic characterization of swallowed materials
by: Eman A. Hassan, et al.
Published: (2024-05-01) -
Metrology in sEMG and movement analysis: the need for training new figures in clinical rehabilitation
by: Roberto Merletti
Published: (2024-01-01) -
Evaluation of Feature Extraction and Classification for Lower Limb Motion Based on sEMG Signal
by: Pengjie Qin, et al.
Published: (2020-07-01) -
The Influence of the sEMG Amplitude Estimation Technique on the EMG–Force Relationship
by: Simone Ranaldi, et al.
Published: (2022-05-01)
