RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS
The paper describes an EMG signal analysis based on the wavelet transform, applied for the hand prosthesis control. Signal features are represented by wavelet coefficients. A cross-validation method is applied for the feature selection process. The classification algorithm uses multistage recogniti...
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| Format: | Article |
| Language: | English |
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Gdańsk University of Technology
2004-04-01
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| Series: | TASK Quarterly |
| Subjects: | |
| Online Access: | https://journal.mostwiedzy.pl/TASKQuarterly/article/view/2511 |
| _version_ | 1818242390769532928 |
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| author | KRZYSZTOF KRYSZTOFORSKI ANDRZEJ WOLCZOWSKI ROMUALD BĘDZIŃSKI KRZYSZTOF HELT |
| author_facet | KRZYSZTOF KRYSZTOFORSKI ANDRZEJ WOLCZOWSKI ROMUALD BĘDZIŃSKI KRZYSZTOF HELT |
| author_sort | KRZYSZTOF KRYSZTOFORSKI |
| collection | DOAJ |
| description |
The paper describes an EMG signal analysis based on the wavelet transform, applied for the hand prosthesis control. Signal features are represented by wavelet coefficients. A cross-validation method is applied for the feature selection process. The classification algorithm uses multistage recognition. The information about finger posture provided by a data glove is recorded concurrently with forearm EMG signals. The acquired data are used to train the classification algorithm.
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| first_indexed | 2024-12-12T13:44:29Z |
| format | Article |
| id | doaj.art-72ba467cb5574b9a823ad9c56f3695b4 |
| institution | Directory Open Access Journal |
| issn | 1428-6394 |
| language | English |
| last_indexed | 2024-12-12T13:44:29Z |
| publishDate | 2004-04-01 |
| publisher | Gdańsk University of Technology |
| record_format | Article |
| series | TASK Quarterly |
| spelling | doaj.art-72ba467cb5574b9a823ad9c56f3695b42022-12-22T00:22:42ZengGdańsk University of TechnologyTASK Quarterly1428-63942004-04-0182RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETSKRZYSZTOF KRYSZTOFORSKI0ANDRZEJ WOLCZOWSKI1ROMUALD BĘDZIŃSKI2KRZYSZTOF HELT3Biomedical Engineering and Experimental Mechanics Division, Wroclaw University of Technology, Wyb. Wyspiańskiego 27, 50-370 Wroclaw, PolandInstitute of Engineering Cybernetics, Wroclaw University of Technology, Wyb. Wyspiańskiego 27, 50-370 Wroclaw, PolandBiomedical Engineering and Experimental Mechanics Division, Wroclaw University of Technology, Wyb. Wyspiańskiego 27, 50-370 Wroclaw, PolandInstitute of Engineering Cybernetics, Wroclaw University of Technology, Wyb. Wyspiańskiego 27, 50-370 Wroclaw, Poland The paper describes an EMG signal analysis based on the wavelet transform, applied for the hand prosthesis control. Signal features are represented by wavelet coefficients. A cross-validation method is applied for the feature selection process. The classification algorithm uses multistage recognition. The information about finger posture provided by a data glove is recorded concurrently with forearm EMG signals. The acquired data are used to train the classification algorithm. https://journal.mostwiedzy.pl/TASKQuarterly/article/view/2511multistage pattern recognitionEMG signal processingwavelet transformdexterous prosthesis control |
| spellingShingle | KRZYSZTOF KRYSZTOFORSKI ANDRZEJ WOLCZOWSKI ROMUALD BĘDZIŃSKI KRZYSZTOF HELT RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS TASK Quarterly multistage pattern recognition EMG signal processing wavelet transform dexterous prosthesis control |
| title | RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS |
| title_full | RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS |
| title_fullStr | RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS |
| title_full_unstemmed | RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS |
| title_short | RECOGNITION OF PALM FINGER MOVEMENTS ON THE BASIS OF EMG SIGNALS WITH THE APPLICATION OF WAVELETS |
| title_sort | recognition of palm finger movements on the basis of emg signals with the application of wavelets |
| topic | multistage pattern recognition EMG signal processing wavelet transform dexterous prosthesis control |
| url | https://journal.mostwiedzy.pl/TASKQuarterly/article/view/2511 |
| work_keys_str_mv | AT krzysztofkrysztoforski recognitionofpalmfingermovementsonthebasisofemgsignalswiththeapplicationofwavelets AT andrzejwolczowski recognitionofpalmfingermovementsonthebasisofemgsignalswiththeapplicationofwavelets AT romualdbedzinski recognitionofpalmfingermovementsonthebasisofemgsignalswiththeapplicationofwavelets AT krzysztofhelt recognitionofpalmfingermovementsonthebasisofemgsignalswiththeapplicationofwavelets |