Teodor-Adrian Teban, R. Precup, Elena-Cristina Lunca, A. Albu, Claudia-Adina Bojan-Dragos, E. Petriu
{"title":"Recurrent Neural Network Models for Myoelectricbased Control of a Prosthetic Hand","authors":"Teodor-Adrian Teban, R. Precup, Elena-Cristina Lunca, A. Albu, Claudia-Adina Bojan-Dragos, E. Petriu","doi":"10.1109/ICSTCC.2018.8540720","DOIUrl":null,"url":null,"abstract":"This paper proposes a set of recurrent neural networks (RNNs) capable of replicating the non-linear mechanism of a prosthetic hand based on surface myoelectric sensors. The experimental results of the RNN show a good result of the system for the training data and an acceptable result on the validation data. A comparison between the developed RNNs and a similar size non-recurrent neural network is included.","PeriodicalId":308427,"journal":{"name":"2018 22nd International Conference on System Theory, Control and Computing (ICSTCC)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 22nd International Conference on System Theory, Control and Computing (ICSTCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICSTCC.2018.8540720","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 15
Abstract
This paper proposes a set of recurrent neural networks (RNNs) capable of replicating the non-linear mechanism of a prosthetic hand based on surface myoelectric sensors. The experimental results of the RNN show a good result of the system for the training data and an acceptable result on the validation data. A comparison between the developed RNNs and a similar size non-recurrent neural network is included.