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Decoding of facial muscle-brain relation by information-based analysis of electromyogram (EMG) and electroencephalogram (EEG) signals

dc.contributor.authorPakniyat, Najmeh
dc.contributor.authorSoundirarajan, Mirra
dc.contributor.authorGohari, Soheil
dc.contributor.authorBurvill, Colin
dc.contributor.authorKrejcar, Ondřej
dc.contributor.authorNamazi, Hamidreza
dc.date.accessioned2025-12-05T10:27:07Z
dc.date.available2025-12-05T10:27:07Z
dc.date.issued2024
dc.description.abstractTo understand the connection among the brain and facial muscles, we decoded the correlation of facial muscles and brain activities. We applied information theory (Shannon entropy) to EEG and EMG signals recorded from 12 subjects (7 M, 5 F) during rest and stimulation using three odors (pineapple, banana, vanilla). The results indicated that a larger variation in the molecular complexity of odors causes a larger variation in the information of EMG and EEG signals. Therefore, facial muscles' activity is strongly coupled (r = -0.8399) to the brain's activity. Our analysis method could be further employed to examine the relationship between the brain and other organs by comparing other physiological signals with the brain signals.eng
dc.formatp. 3599-3608
dc.identifier.doi10.1080/17455030.2021.1983227
dc.identifier.issn1745-5030
dc.identifier.obd43878003
dc.identifier.urihttp://hdl.handle.net/20.500.12603/1312
dc.identifier.wos000702724700001
dc.language.isoeng
dc.peerreviewedyes
dc.publicationstatuspostprint
dc.publisherTAYLOR &amp; FRANCIS LTD
dc.relation.ispartofWaves in Random and Complex Media, volume 34, issue: 4eng
dc.relation.publisherversionhttps://www.tandfonline.com/doi/full/10.1080/17455030.2021.1983227
dc.rights.accessOpen Access
dc.rights.licenseCC BY
dc.source.urlhttps://www.tandfonline.com/doi/full/10.1080/17455030.2021.1983227
dc.subjectFacial muscleeng
dc.subjectbraineng
dc.subjectShannon entropyeng
dc.subjectinformationeng
dc.subjectEEG signalseng
dc.subjectEMG signalseng
dc.subjectolfactory stimulieng
dc.titleDecoding of facial muscle-brain relation by information-based analysis of electromyogram (EMG) and electroencephalogram (EEG) signalseng
dc.typearticle

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Decoding_of_facial_muscle_brain_relation_by_information_based_analysis_of_electromyogram_EMG_and_electroencephalogram_EEG_signals.pdf
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