How few channels suffice? A hierarchical validation framework for minimal-channel wearable sEMG in upper-limb rehabilitation gesture recognition

Xiangyang Li, Huayue Liu, Aoying Shangguan, Huanghe Zhang

Open source

DOI
10.1186/s12984-026-02039-x
Published
2026-06-12
Container
Journal of NeuroEngineering and Rehabilitation
Publisher
Springer Science and Business Media LLC
Open access
unknown

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BibTeX

@article{allodium:10.1186/s12984-026-02039-x,
  title = {How few channels suffice? A hierarchical validation framework for minimal-channel wearable sEMG in upper-limb rehabilitation gesture recognition},
  author = {Xiangyang Li and Huayue Liu and Aoying Shangguan and Huanghe Zhang},
  year = {2026},
  journal = {Journal of NeuroEngineering and Rehabilitation},
  doi = {10.1186/s12984-026-02039-x},
  url = {https://doi.org/10.1186/s12984-026-02039-x}
}

RIS

TY  - JOUR
TI  - How few channels suffice? A hierarchical validation framework for minimal-channel wearable sEMG in upper-limb rehabilitation gesture recognition
AU  - Xiangyang Li
AU  - Huayue Liu
AU  - Aoying Shangguan
AU  - Huanghe Zhang
PY  - 2026
JO  - Journal of NeuroEngineering and Rehabilitation
DO  - 10.1186/s12984-026-02039-x
UR  - https://doi.org/10.1186/s12984-026-02039-x
ER  - 

APA

Li, X., Liu, H., Shangguan, A., & Zhang, H. (2026). How few channels suffice? A hierarchical validation framework for minimal-channel wearable sEMG in upper-limb rehabilitation gesture recognition. Journal of NeuroEngineering and Rehabilitation. https://doi.org/10.1186/s12984-026-02039-x

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