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Decoding of individ...
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Kanitz, Gunter
(författare)
Decoding of individuated finger movements using surface EMG and input optimization applying a genetic algorithm.
- Artikel/kapitelEngelska2011
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LIBRIS-ID:oai:lup.lub.lu.se:4254fb2c-2273-4a07-9dec-7108af8014ed
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https://lup.lub.lu.se/record/4646257URI
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https://doi.org/10.1109/IEMBS.2011.6090465DOI
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Språk:engelska
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Sammanfattning på:engelska
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Ämneskategori:kon swepub-publicationtype
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Ämneskategori:ref swepub-contenttype
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In this paper we present surface electromyographic (EMG) data collected from 16 channels on five unimpaired subjects and one transradial amputee performing 12 individual finger movements and a rest class. EMG were processed using a traditional Time Domain feature-set and classifiers: a Linear Discriminant Analysis (LDA) a k-Nearest Neighbors (k-NN) and Support Vector Machine (SVM). Using continuous datasets we show that it is possible to achieve an accuracy up to 80% across subjects. Thereafter possibilities to reduce the numbers of channels physically required, as well as the number of features have been investigated by means of a developed Genetic Algorithm (GA) that included a bonus system to reward eliminated features and channels. The classification was performed firstly on the full datasets and in later runs using the GA. The GA demonstrated high redundancy in the recorded 16 channel data as well as the insignificance of certain features. Although the GA optimization yielded to reduce 8 to 11 channels depending on the subject, such reduction had little to no effect on the classification accuracies.
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Antfolk, ChristianLund University,Lunds universitet,Avdelningen för Biomedicinsk teknik,Institutionen för biomedicinsk teknik,Institutioner vid LTH,Lunds Tekniska Högskola,Department of Biomedical Engineering,Departments at LTH,Faculty of Engineering, LTH(Swepub:lu)elma-cal
(författare)
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Cipriani, Christian
(författare)
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Sebelius, FredrikLund University,Lunds universitet,Avdelningen för Biomedicinsk teknik,Institutionen för biomedicinsk teknik,Institutioner vid LTH,Lunds Tekniska Högskola,Department of Biomedical Engineering,Departments at LTH,Faculty of Engineering, LTH(Swepub:lu)elma-fse
(författare)
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Carrozza, Maria Chiara
(författare)
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Avdelningen för Biomedicinsk teknikInstitutionen för biomedicinsk teknik
(creator_code:org_t)
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Ingår i:[Host publication title missing], s. 1608-16111557-170X9781424441211
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