EEG Signal Processing for Biomedical Applications

This reprint focuses on electroencephalography (EEG) signal processing in biomedical engineering applications. EEG signals are used widely in clinical and research settings to provide cognitive and emotional state information. In addition to capturing complex neural patterns at high speeds, EEG sign...

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Format: Online
Language:English
Published: MDPI - Multidisciplinary Digital Publishing Institute 2023
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Online Access:ONIX_20230405_9783036565354_24
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collection Directory of Open Access Books
description This reprint focuses on electroencephalography (EEG) signal processing in biomedical engineering applications. EEG signals are used widely in clinical and research settings to provide cognitive and emotional state information. In addition to capturing complex neural patterns at high speeds, EEG signals are a reliable and non-invasive way of measuring the electrical activity in the brain. By examining various novel analysis and signal processing methods, this collection of papers provides a better understanding of cognitive states and brain activity.
format Online
id doab-20.500.12854ir-98745
institution Directory of Open Access Books
language eng
publishDate 2023
publishDateRange 2023
publishDateSort 2023
publisher MDPI - Multidisciplinary Digital Publishing Institute
publisherStr MDPI - Multidisciplinary Digital Publishing Institute
record_format ojs
spelling doab-20.500.12854ir-987452024-04-11T15:11:16Z EEG Signal Processing for Biomedical Applications Tran, Yvonne EEG transfer learning review decoding classification e-textile head phantom electroencephalography conductive material mental stress data analysis connectivity network machine Learning deep learning vigilance decrement sustained attention mental fatigue cross-participant cross-task task-generic electroencephalogram wavelet spectrum ridge segmentation phase connectivity epilepsy traumatic brain injury feature extraction functional connectivity network time-frequency features machine learning ALS classifier neural connectivity frequency-specific BCI acupuncture dimensionality neural subspace latent variables attractor adaptive threshold coherence functional connectivity multilayer network otsu phase locking value weighted phase lag index complex Pearson correlation coefficients transcranial magnetic stimulation cerebral cortex stimulation electromagnetic influence neurostimulation brain activity virtual reality neuropathic pain spinal cord injury fractal dimension ERP speech discrimination seizure detection features feature selection motion artifact electroencephalogram (EEG) functional near-infrared spectroscopy (fNIRS) wavelet packet decomposition (WPD) canonical correlation analysis (CCA) n/a thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology This reprint focuses on electroencephalography (EEG) signal processing in biomedical engineering applications. EEG signals are used widely in clinical and research settings to provide cognitive and emotional state information. In addition to capturing complex neural patterns at high speeds, EEG signals are a reliable and non-invasive way of measuring the electrical activity in the brain. By examining various novel analysis and signal processing methods, this collection of papers provides a better understanding of cognitive states and brain activity. 2023-04-05T12:48:58Z 2023-04-05T12:48:58Z 2023 book ONIX_20230405_9783036565354_24 9783036565354 9783036565361 https://directory.doabooks.org/handle/20.500.12854/98745 eng application/octet-stream Attribution 4.0 International https://mdpi.com/books/pdfview/book/6752 https://mdpi.com/books/pdfview/book/6752 MDPI - Multidisciplinary Digital Publishing Institute 10.3390/books978-3-0365-6536-1 10.3390/books978-3-0365-6536-1 46cabcaa-dd94-4bfe-87b4-55023c1b36d0 9783036565354 9783036565361 320 Basel open access
spellingShingle EEG
transfer learning
review
decoding
classification
e-textile
head phantom
electroencephalography
conductive material
mental stress
data analysis
connectivity network
machine Learning
deep learning
vigilance decrement
sustained attention
mental fatigue
cross-participant
cross-task
task-generic
electroencephalogram
wavelet spectrum
ridge
segmentation
phase connectivity
epilepsy
traumatic brain injury
feature extraction
functional connectivity network
time-frequency features
machine learning
ALS
classifier
neural
connectivity
frequency-specific
BCI
acupuncture
dimensionality
neural subspace
latent variables
attractor
adaptive threshold
coherence
functional connectivity
multilayer network
otsu
phase locking value
weighted phase lag index
complex Pearson correlation coefficients
transcranial magnetic stimulation
cerebral cortex stimulation
electromagnetic influence
neurostimulation
brain activity
virtual reality
neuropathic pain
spinal cord injury
fractal dimension
ERP
speech discrimination
seizure detection
features
feature selection
motion artifact
electroencephalogram (EEG)
functional near-infrared spectroscopy (fNIRS)
wavelet packet decomposition (WPD)
canonical correlation analysis (CCA)
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
EEG Signal Processing for Biomedical Applications
title EEG Signal Processing for Biomedical Applications
title_full EEG Signal Processing for Biomedical Applications
title_fullStr EEG Signal Processing for Biomedical Applications
title_full_unstemmed EEG Signal Processing for Biomedical Applications
title_short EEG Signal Processing for Biomedical Applications
title_sort eeg signal processing for biomedical applications
topic EEG
transfer learning
review
decoding
classification
e-textile
head phantom
electroencephalography
conductive material
mental stress
data analysis
connectivity network
machine Learning
deep learning
vigilance decrement
sustained attention
mental fatigue
cross-participant
cross-task
task-generic
electroencephalogram
wavelet spectrum
ridge
segmentation
phase connectivity
epilepsy
traumatic brain injury
feature extraction
functional connectivity network
time-frequency features
machine learning
ALS
classifier
neural
connectivity
frequency-specific
BCI
acupuncture
dimensionality
neural subspace
latent variables
attractor
adaptive threshold
coherence
functional connectivity
multilayer network
otsu
phase locking value
weighted phase lag index
complex Pearson correlation coefficients
transcranial magnetic stimulation
cerebral cortex stimulation
electromagnetic influence
neurostimulation
brain activity
virtual reality
neuropathic pain
spinal cord injury
fractal dimension
ERP
speech discrimination
seizure detection
features
feature selection
motion artifact
electroencephalogram (EEG)
functional near-infrared spectroscopy (fNIRS)
wavelet packet decomposition (WPD)
canonical correlation analysis (CCA)
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
topic_facet EEG
transfer learning
review
decoding
classification
e-textile
head phantom
electroencephalography
conductive material
mental stress
data analysis
connectivity network
machine Learning
deep learning
vigilance decrement
sustained attention
mental fatigue
cross-participant
cross-task
task-generic
electroencephalogram
wavelet spectrum
ridge
segmentation
phase connectivity
epilepsy
traumatic brain injury
feature extraction
functional connectivity network
time-frequency features
machine learning
ALS
classifier
neural
connectivity
frequency-specific
BCI
acupuncture
dimensionality
neural subspace
latent variables
attractor
adaptive threshold
coherence
functional connectivity
multilayer network
otsu
phase locking value
weighted phase lag index
complex Pearson correlation coefficients
transcranial magnetic stimulation
cerebral cortex stimulation
electromagnetic influence
neurostimulation
brain activity
virtual reality
neuropathic pain
spinal cord injury
fractal dimension
ERP
speech discrimination
seizure detection
features
feature selection
motion artifact
electroencephalogram (EEG)
functional near-infrared spectroscopy (fNIRS)
wavelet packet decomposition (WPD)
canonical correlation analysis (CCA)
n/a
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues
thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes::TB Technology: general issues::TBX History of engineering and technology
url ONIX_20230405_9783036565354_24