Improved Surface Electromyogram-Based Hand–Wrist Force Estimation Using Deep Neural Networks and Cross-Joint Transfer Learning

Improved Surface Electromyogram-Based Hand–Wrist Force Estimation Using Deep Neural Networks and Cross-Joint Transfer Learning

Deep neural networks (DNNs) and transfer learning (TL) have been used to improve surface electromyogram (sEMG)-based force estimation. However, prior studies focused mostly on applying TL within one joint, which limits dataset size and diversity. Herein, we investigated cross-joint TL between two up...

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Bibliographic Details
Main Authors: Haopeng Wang, He Wang, Chenyun Dai, Xinming Huang, Edward A. Clancy
Format: Article
Language:English
Published: MDPI AG 2024-11-01
Series:Sensors
Subjects:
electromyogram
transfer learning
deep neural networks
force estimation
CNN
LSTM
Online Access:https://www.mdpi.com/1424-8220/24/22/7301
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