Random Channel Masks for Regularization of Least Squares-Based Finger EMG-Force Modeling to Improve Cross-Day Performance

Estimating the finger forces from surface electromyography (sEMG) is essential for diverse applications (e.g., human-machine interfacing). The performance of pre-trained sEMG-force models degenerates significantly when applied on a second day, due to the large cross-day variation of sEMG characteris...

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Main Authors: Xinyu Jiang (Author), Xiangyu Liu (Author), Jiahao Fan (Author), Chenyun Dai (Author), Edward A. Clancy (Author), Wei Chen (Author)
Format: Book
Published: IEEE, 2022-01-01T00:00:00Z.
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