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A review of the application of staircase scene recognition system in assisted motion
W Kong, Z Tan, W Fan, X Tao, M Wang, L Xu… - Digital Signal …, 2024 - Elsevier
Staircase recognition is of great significance for exoskeleton robot mode switching and
mobile robot foothold calculation, which can improve the overall performance of the robot in …
mobile robot foothold calculation, which can improve the overall performance of the robot in …
Fall-related gait pattern recognition based on surface electromyography using a hybrid neural network with transfer learning
Gait analysis across different individuals presents significant challenges due to individual
variability. In this study, we developed a gait analysis system to enable continuous decoding …
variability. In this study, we developed a gait analysis system to enable continuous decoding …
[HTML][HTML] Active Disturbance Rejection Control via Neural Networks for a Lower-Limb Exoskeleton
This article presents the design of a control algorithm based on Artificial Neural Networks
(ANNs) applied to a lower-limb exoskeleton, which is aimed to carry out walking trajectories …
(ANNs) applied to a lower-limb exoskeleton, which is aimed to carry out walking trajectories …
A Novel Gait Phase Recognition Method Based on DPF-LSTM-CNN Using Wearable Inertial Sensors
K Liu, Y Liu, S Ji, C Gao, S Zhang, J Fu - Sensors, 2023 - mdpi.com
Gait phase recognition is of great importance in the development of rehabilitation devices.
The advantages of Long Short-Term Memory (LSTM) and Convolutional Neural Network …
The advantages of Long Short-Term Memory (LSTM) and Convolutional Neural Network …
Gait pattern recognition based on electroencephalogram signals with common spatial pattern and graph attention networks
Y Lu, H Wang, Z Lu, J Niu, C Liu - Engineering Applications of Artificial …, 2025 - Elsevier
Assisting human locomotion in various gait patterns is one of the challenges in the
interaction between human and lower limb exoskeleton. In this paper, we propose the graph …
interaction between human and lower limb exoskeleton. In this paper, we propose the graph …
Gait recognition in different terrains with IMUs based on attention mechanism feature fusion method
M Yan, M Guo, J Sun, J Qiu, X Chen - Neural Processing Letters, 2023 - Springer
Gait recognition is significant in the fields of disease diagnosis and rehabilitation training by
studying the characteristics of human gait with different terrain. To address the problem that …
studying the characteristics of human gait with different terrain. To address the problem that …
Leveraging machine learning for gait phase classification with varied training methods
Accurate gait phase recognition is crucial for real-time analysis and intervention in
rehabilitation, biomechanics, and prosthetics. However, achieving this is challenging due to …
rehabilitation, biomechanics, and prosthetics. However, achieving this is challenging due to …
[HTML][HTML] Minimum data sampling requirements for accurate detection of terrain-induced gait alterations change with mobile sensor position
Human gait is a key biomarker for health, independence and quality of life. Advances in
wearable inertial sensor technologies have paved the way for out-of-the-lab human gait …
wearable inertial sensor technologies have paved the way for out-of-the-lab human gait …
A Cuckoo search-based optimized ensemble model (CSOEM) for the analysis of human gait
The use of mobile devices has contributed greatly to the expansion of Human Activity
Recognition (HAR) studies in recent years. Researchers find it attractive because of its …
Recognition (HAR) studies in recent years. Researchers find it attractive because of its …
[HTML][HTML] Research on Digital Terrain Construction Based on IMU and LiDAR Fusion Perception
C Huang, Y Wang, X Sun, S Yang - Sensors, 2024 - mdpi.com
To address the shortcomings of light detection and ranging (LiDAR) sensors in extracting
road surface elevation information in front of a vehicle, a scheme for digital terrain …
road surface elevation information in front of a vehicle, a scheme for digital terrain …