{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2023,9,13]],"date-time":"2023-09-13T20:54:31Z","timestamp":1694638471564},"reference-count":6,"publisher":"IGI Global","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010,4,1]]},"abstract":"<p>This paper presents an approach to identify hand gestures with muscle activity separated from electromyogram (EMG) using Back Propagation analysis with the goal of using hand gestures for human-computer interaction. While there are a number of previous reported works where EMG has been used to identify movement, the limitation of these works is that the systems are suitable for gross actions and when there is one prime-mover muscle involved. This paper reports overcoming the difficulty by using independent component analysis to separate muscle activity from different muscles and classified using back propagation neural networks. The experimental results show that the system was accurately able to identify the hand gesture using this technique (95%). The advantage of this system is that it is easy to train one to use it and can easily be implemented in real time.<\/p>","DOI":"10.4018\/jhisi.2010040102","type":"journal-article","created":{"date-parts":[[2010,4,19]],"date-time":"2010-04-19T23:05:08Z","timestamp":1271718308000},"page":"11-19","source":"Crossref","is-referenced-by-count":0,"title":["SEMG for Human Computer Interface Using Ann to Navigate Wheel Chair"],"prefix":"10.4018","volume":"5","author":[{"given":"V.","family":"Rajesh","sequence":"first","affiliation":[{"name":"Sir C.R.R.C.O.E, Eluru, A.P, India"}]},{"given":"P. Rajesh","family":"Kumar","sequence":"additional","affiliation":[{"name":"Andhra University, India"}]}],"member":"2432","reference":[{"issue":"2","key":"jhisi.2010040102-0","first-page":"166","article-title":"A Morlet wavelet Classification technique for ICA filtered SEMG experimental data. In","volume":"1","author":"A.Greco","year":"2003","journal-title":"Proceedings of the Neural Networks Joint Conference"},{"key":"jhisi.2010040102-1","unstructured":"Rajesh, V., & Kumar, P. R. (2009a). Hand Gesture Recognisation Based SEMG signal using wavelets and pattern Recognisation. international journal of recent trends in Engineering, 1(4), 26-28. ISSN 1797-9617"},{"issue":"4","key":"jhisi.2010040102-2","first-page":"237","article-title":"Detection and filtering of EMG for assessing voluntary muscle activity.","volume":"39","author":"V.Rajesh","year":"2009","journal-title":"National Journal of Instrument Society India"},{"key":"jhisi.2010040102-3","unstructured":"Rajesh, V., & Kumar, P. R. (2009c). KSEMG based human machine interface for controlling wheel chair by using ANN. IEEE Explore. ISBN 978-1-4244-4789-3"},{"key":"jhisi.2010040102-4","unstructured":"Rajesh, V., & Kumar, P. R. (2009d). SEMG based HCI for SCI. GITAM Journal of Information communication Technology, 2(1), 24-28. ISSN-0974-4622"},{"key":"jhisi.2010040102-5","unstructured":"Rajesh, V., & Kumar, P. R. (2009e). Myoelectric Signal based Finger Motion Discrimination by using Wavelet\u2019s and pattern Recognition. Indian Journal of Biomechanics. ISSN 0974-0783"}],"container-title":["International Journal of Healthcare Information Systems and Informatics"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=42993","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,1]],"date-time":"2022-06-01T14:24:33Z","timestamp":1654093473000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/jhisi.2010040102"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2010,4,1]]},"references-count":6,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2010,4]]}},"URL":"https:\/\/doi.org\/10.4018\/jhisi.2010040102","relation":{},"ISSN":["1555-3396","1555-340X"],"issn-type":[{"value":"1555-3396","type":"print"},{"value":"1555-340X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,4,1]]}}}