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Automatic Control of a Window Blind using EEG signals
Högskolan Kristianstad, Fakulteten för naturvetenskap, Avdelningen för datavetenskap.
2018 (engelsk)Independent thesis Advanced level (degree of Master (One Year)), 10 poäng / 15 hpOppgave
Abstract [en]

This thesis uses one of Brain Computer Interface (BCI) products, NeuroSky headset, to design a prototype model to control window blind by using headset’s single channel electrode. Seven volunteers performed eight different exercises while the signal from the headset was recorded. The dataset was analyzed, and exercises with strongest power spectral density (PSD) were chosen to continue to work with. Matlabs spectrogram function was used to divide the signal in time segments, which were 0.25 seconds. One segment from each of these eight exercises was taken to form different combinations which were later classified.The classification result, while using two of proposed exercises (tasks) was successful with 97.0% accuracy computed by Nearest Neighbor classifier. Still, we continued to investigate if we could use three or four thoughts to create three or four commands. The result presented lower classification accuracy when using either 3 or 4 command thoughts with performance accuracy of 92% and 76% respectively.Thus, two or three exercises can be used for constructing two or three different commands.

sted, utgiver, år, opplag, sider
2018. , s. 53
Emneord [en]
NeuroSky, EEG signal processing, Extract Features, Classification, ThinkGear library, BCI
HSV kategori
Identifikatorer
URN: urn:nbn:se:hkr:diva-19184OAI: oai:DiVA.org:hkr-19184DiVA, id: diva2:1297135
Utdanningsprogram
Master Programme with specialization in Embedded Systems
Veileder
Examiner
Tilgjengelig fra: 2019-03-20 Laget: 2019-03-19 Sist oppdatert: 2019-03-20bibliografisk kontrollert

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