A Pilot Study on Motion Intention Mapping and Direct Myoelectric Control Method for Prosthetic Knee Based on LSTM Network and Human-Machine Coupling Model
Xiaoming Wang, Yuanhua Li, Xiaoying Xu, Hongliu Yu, Christian Peham · 2025
Read A Pilot Study on Motion Intention Mapping and Direct Myoelectric Control Method for Prosthetic Knee Based on LSTM Network and Human-Machine Coupling Model by Xiaoming Wang, Yuanhua Li, Xiaoying Xu, Hongliu Yu, Christian Peham (2025) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-12737218.txt.
Description
Xiaoming Wang and co-authors map thigh muscle sparks to knee moves to drive a smart fake knee by thought alone. Their pilot study appeared in twenty twenty-five. Fast, smooth help from such knees needs a true read of what the user means to do. Spark reads from leg muscles and knee bend reads were taped in flat walk.
A long-short mind net was taught to guess joint path from spark traits. It beat plain nets on truth and smooth time flow. The guess flow was then tied to a body-gear force model and a fluid drive, so the knee can shift its stiff drag on the fly. The team call the way fit and of use.
Catalog record
| CREATOR | Xiaoming Wang, Yuanhua Li, Xiaoying Xu, Hongliu Yu, Christian Peham |
|---|---|
| YEAR | 2025 |
| COLLECTION | PAPERS |
| FORMAT | TXT |
| FILE SIZE | 44 KB |
| VERSION | 1.0 |
| LICENSE | CC BY 4.0 |
| RIGHTS | CC BY |
| SOURCE | Europe PMC |