Publicación:
A virtual reality and brain computer interface system for upper limb rehabilitation of post stroke patients
A virtual reality and brain computer interface system for upper limb rehabilitation of post stroke patients
dc.contributor.author | Achanccaray D. | es_PE |
dc.contributor.author | Acuña K. | es_PE |
dc.contributor.author | Carranza E. | es_PE |
dc.contributor.author | Andreu-Perez J. | es_PE |
dc.date.accessioned | 2024-05-30T23:13:38Z | |
dc.date.available | 2024-05-30T23:13:38Z | |
dc.date.issued | 2017 | |
dc.description.abstract | This work presents a brain computer interface (BCI) framework for upper limb rehabilitation of post stroke patients, combining BCI and virtual reality (VR) technology; a VR feedback is shown to the participants to achieve a greater activation of certain brain regions involved with the performing of upper limb motor task. This system uses an adaptive neuro-fuzzy inference system (ANFIS) classifier to discriminate between a motor task and rest condition, the first one classifies between extension and rest conditions; and the second one classifies between flexion and rest conditions. In the training stage, eight healthy subjects participated in the sessions, the best accuracies are 99.3% and 88.9%, as a result of cross-validation. Meanwhile, the best accuracy in online test is 89%. The methodology here presented can be straightforwardly employed as a rehabilitation system for brain repair in individuals with neurological diseases or brain injury. | |
dc.description.sponsorship | Consejo Nacional de Ciencia, Tecnología e Innovación Tecnológica - Concytec | |
dc.identifier.doi | https://doi.org/10.1109/FUZZ-IEEE.2017.8015726 | |
dc.identifier.isbn | urn:isbn:9781509060344 | |
dc.identifier.scopus | 2-s2.0-85030179566 | |
dc.identifier.uri | https://hdl.handle.net/20.500.12390/504 | |
dc.language.iso | eng | |
dc.publisher | Institute of Electrical and Electronics Engineers Inc. | |
dc.relation.ispartof | IEEE International Conference on Fuzzy Systems | |
dc.rights | info:eu-repo/semantics/openAccess | |
dc.subject | Neuromuscular rehabilitation | |
dc.subject | Brain | es_PE |
dc.subject | Fuzzy inference | es_PE |
dc.subject | Fuzzy neural networks | es_PE |
dc.subject | Fuzzy systems | es_PE |
dc.subject | Interfaces (computer) | es_PE |
dc.subject | Medical computing | es_PE |
dc.subject.ocde | https://purl.org/pe-repo/ocde/ford#3.04.02 | |
dc.title | A virtual reality and brain computer interface system for upper limb rehabilitation of post stroke patients | |
dc.type | info:eu-repo/semantics/conferenceObject | |
dspace.entity.type | Publication |