Özet
Incompetent design of prosthesis for amputees inflict pain in muscles and bones contingent to the prosthesis. Simulation models mimicking human movement promise a prosthesis with improved movement capability for amputees. Musculoskeletal models enable better anticipation of prosthesis contributions to the human musculoskeletal system during walking movement. In this paper, we apply a simulation of musculoskeletal model on an amputated human model with a prosthesis using Gaussian Process Regression Machine Learning Predictor and deep reinforcement learning. The performance of two versions of a prosthesis, one being a simpler version (passive prosthesis) and one being relatively better version (active prosthesis) are evaluated and compared to that of a healthy human model.
| Tercüme edilen katkı başlığı | Learning Walking on a Musculoskeletal Human System with a Prosthesis |
|---|---|
| Orijinal dil | Türkçe |
| Ana bilgisayar yayını başlığı | 2022 30th Signal Processing and Communications Applications Conference, SIU 2022 |
| Yayınlayan | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Elektronik) | 9781665450928 |
| DOI'lar | |
| Yayın durumu | Yayınlandı - 2022 |
| Etkinlik | 30th Signal Processing and Communications Applications Conference, SIU 2022 - Safranbolu, Türkiye Süre: 15 May 2022 → 18 May 2022 |
Yayın serisi
| Adı | 2022 30th Signal Processing and Communications Applications Conference, SIU 2022 |
|---|
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| ???event.eventtypes.event.conference??? | 30th Signal Processing and Communications Applications Conference, SIU 2022 |
|---|---|
| Ülke/Bölge | Türkiye |
| Şehir | Safranbolu |
| Periyot | 15/05/22 → 18/05/22 |
Bibliyografik not
Publisher Copyright:© 2022 IEEE.
Keywords
- deep reinforcement learning
- machine learning
- Musculoskeletal modeling
- prosthesis
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