EEG signal processing:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Chichester
Wiley
2007
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Literaturangaben |
| Physical Description: | XXII, 289 S. Ill., graph. Darst. |
| ISBN: | 0470025816 9780470025819 |
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| adam_text | EEG SIGNAL PROCESSING SAEID SANEI AND J.A. CHAMBERS CENTRE OF DIGITAL
SIGNAL PROCESSING CARDIFF UNIVERSITY, UK - . - * * . , - , - *
ICIMTIMHUL BICENTENNIAL JOHN WILEY & SONS, LTD CONTENTS T * * -
PREFACE IX LIST OF ABBREVIATIONS XI LIST OF SYMBOLS XVII 1 INTRODUCTION
TO EEG 1 1.1 HISTORY 1 1.2 NEURAL ACTIVITIES 4 1.3 ACTION POTENTIALS 5
1.4 EEG GENERATION 7 1.5 BRAIN RHYTHMS 10 1.6 EEG RECORDING AND
MEASUREMENT 13 1.6.1 CONVENTIONAL ELECTRODE POSITIONING 15 1.6.2
CONDITIONING THE SIGNALS 18 1.7 ABNORMAL EEG PATTERNS 20 1.8 AGEING 22
1.9 MENTAL DISORDERS 22 1.9.1 DEMENTIA 22 1.9.2 EPILEPTIC SEIZURE AND
NONEPILEPTIC ATTACKS 24 1.9.3 PSYCHIATRIC DISORDERS 28 1.9.4 EXTERNA!
EFFECTS 29 1.10 SUMMARY AND CONCLUSIONS , 30 REFERENCES 31 2
FUNDAMENTALS OF EEG SIGNAL PROCESSING 35 2.1 EEG SIGNAL MODELLING 36
2.1.1 LINEAR MODELS 42 2.1.2 NONLINEAR MODELLING 45 2.1.3 GENERATING EEG
SIGNALS BASED ON MODELLING THE NEURONAL ACTIVITIES 47 2.2 NONLINEARITY
OF THE MEDIUM 50 2.3 NONSTATIONARITY 50 2.4 SIGNAL SEGMENTATION 51 2.5
SIGNAL TRANSFORMS AND JOINT TIME-FREQUENCY ANALYSIS 55 2.5.1 WAVELET
TRANSFORM 58 2.5.2 AMBIGUITY FUNCTION AND THE WIGNER-VILLE DISTRIBUTION
64 VI CONTENTS 2.6 COHERENCY, MULTIVARIATE AUTOREGRESSIVE (MVAR)
MODELLING, AND DIRECTED TRANSFER FUNCTION (DTF) 67 2.7 CHAOS AND
DYNAMICAL ANALYSIS 71 2.7.1 ENTROPY 71 2.7.2 KOLMOGOROV ENTROPY 71 2.7.3
LYAPUNOV EXPONENTS 72 2.7.4 PLOTTING THE ATTRACTOR DIMENSIONS FROM THE
TIME SERIES 74 2.7.5 ESTIMATION OF LYAPUNOV EXPONENTS FROM THE TIME
SERIES 75 2.7.6 APPROXIMATE ENTROPY 11 2.7.7 USING THE PREDICTION ORDER
78 2.8 FILTERING AND DENOISING 79 2.9 PRINCIPAL COMPONENT ANALYSIS 83
2.9.1 SINGULAR-VALUE DECOMPOSITION 8 4 2.10 INDEPENDENT COMPONENT
ANALYSIS 86 2.10.1 INSTANTANEOUS BSS 90 2.10.2 CONVOLUTIVE BSS 95 2.10.3
SPARSE COMPONENT ANALYSIS 98 2.10.4 NONLINEAR BSS 99 2.10.5 CONSTRAINED
BSS 100 2.11 APPLICATION OF CONSTRAINED BSS: EXAMPLE 102 2.12 SIGNAL
PARAMETER ESTIMATION 104 2.13 CLASSIFICATION ALGORITHMS 105 2.13.1
SUPPORT VECTOR MACHINES 106 2.13.2 THE K-MEANS ALGORITHM 114 2.14
MATCHING PURSUITS 117 2.15 SUMMARY AND CONCLUSIONS 118 REFERENCES 119 3
EVENT-RELATED POTENTIALS 127 3.1 DETECTION, SEPARATION, LOCALIZATION,
AND CLASSIFICATION OF P300 SIGNALS 131 3.1.1 USINGICA 132 3.1.2
ESTIMATING SINGLE BRAIN POTENTIAL COMPONENTS BY MODELLING ERP WAVEFORMS
132 3.1.3 SOURCE TRACKING 135 3.1.4 LOCALIZATION OF THE ERP 137 3.1.5
TIME-FREQUENCY DOMAIN ANALYSIS 142 3.1.6 ADAPTIVE FILTERING APPROACH 145
3.1.7 PRONY S APPROACH FOR DETECTION OFP300 SIGNALS 148 3.1.8 ADAPTIVE
TIME-FREQUENCY METHODS 151 3.2 BRAIN ACTIVITY ASSESSMENT USING ERP 153
3.3 APPLICATION OF P300 TO BCI 154 3.4 SUMMARY AND CONCLUSIONS 155
REFERENCES 156 4 SEIZURE SIGNAL ANALYSIS 161 4.1 SEIZURE DETECTION 166
4.1.1 ADULT SEIZURE DETECTION 166 4.1.2 DETECTION OF NEONATE SEIZURE 171
4.2 CHAOTIC BEHAVIOUR OF EEG SOURCES 175 4.3 PREDICTABILITY OF SEIZURE
FROM THE EEGS 176 CONTENTS VUE 4.4 FUSION OF EEG-FMRI DATA FOR SEIZURE
PREDICTION 189 4.5 SUMMARY AND CONCLUSIONS 191 REFERENCES 191 5 EEG
SOURCE LOCALIZATION , 197 5.1 INTRODUCTION 197 5.1.1 GENERAL APPROACHES
TO SOURCE LOCALIZATION 198 5.1.2 DIPOLE ASSUMPTION 198 5.2 OVERVIEW OF
THE TRADITIONAL APPROACHES 201 5.2.1 ICAMETHOD 201 5.2.2 MUSIC ALGORITHM
, 201 5.2.3 LORETA ALGORITHM 204 5.2.4 FOCUSS ALGORITHM 206 5.2.5
STANDARDIZED LORETA 206 5.2.6 OTHER WEIGHTED MINIMUM NORM SOLUTIONS 208
5.2.7 EVALUATION INDICES 209 5.2.8 JOINT ICA-LORETA APPROACH 210 5.2.9
PARTIALLY CONSTRAINED BSS METHOD 211 5.3 DETERMINATION OF THE NUMBER OF
SOURCES 213 5.4 SUMMARY AND CONCLUSIONS 215 REFERENCES 215 6 SLEEP EEG
219 6.1 STAGES OF SLEEP 220 6.1.1 NREM SLEEP 220 6.1.2 REM SLEEP 222 6.2
THE INFLUENCE OF CIRCADIAN RHYTHMS 222 6.3 SLEEP DEPRIVATION 224 6.4
PSYCHOLOGICAL EFFECTS 224 6.5 DETECTION AND MONITORING OF BRAIN
ABNORMALITIES DURING SLEEP BY EEG ANALYSIS 225 6.5.1 DETECTION OFTHE
RHYTHMIC WAVEFORMS AND SPINALES INCORPORATING BLIND SOURCE SEPARATION
225 6.5.2 APPLICATION OF MATCHING PURSUIT 227 6.5.3 DETECTION OF NORMAL
RHYTHMS AND SPINALES USING HIGHER ORDER STATISTICS 228 6.5.4 APPLICATION
OF NEURAL NETWORKS 231 6.5.5 MODEL-BASED ANALYSIS 232 6.5.6 HYBRID
METHODS 234 6.6 CONCLUDING REMARKS 235 REFERENCES 235 7 BRAIN-COMPUTER
INTERFACING 239 7.1 STATE OF THE ART IN BCI 240 7.1.1 ERDANDERS 243
7.1.2 TRANSIENT BETA ACTIVITY AFTER THE MOVEMENT 244 7.1.3 GAMMA BAND
OSCILLATIONS 245 7.1.4 LONG DELTA ACTIVITY 245 7.2 MAJOR PROBLEMS IN BCI
245 7.2.1 PREPROCESSING OFTHE EEGS 245 VLLL CONTENTS 7.3
MULTIDIMENSIONAL EEG DECOMPOSITION 248 7.3.1 SPACE-TIME-FREQUENCY METHOD
251 7.3.2 PARALLEL FACTOR ANALYSIS 251 7.4 DETECTION AND SEPARATION OF
ERP SIGNALS 255 7.5 SOURCE LOCALIZATION AND TRACKING OF THE MOVING
SOURCES WITHIN THE BRAIN 255 7.6 MULTIVARIANT AUTOREGRESSIVE (MVAR)
MODELLING AND COHERENCY MAPS 255 7.7 ESTIMATION OF CORTICAL CONNECTIVITY
257 7.8 SUMMARY AND CONCLUSIONS 260 REFERENCES 261 INDEX 267 * .-* J
/;. - * T.
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| indexdate | 2024-07-09T22:37:12Z |
| institution | BVB |
| isbn | 0470025816 9780470025819 |
| language | English |
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| physical | XXII, 289 S. Ill., graph. Darst. |
| publishDate | 2007 |
| publishDateSearch | 2007 |
| publishDateSort | 2007 |
| publisher | Wiley |
| record_format | marc |
| spelling | Sanei, Saeid Verfasser aut EEG signal processing Saeid Sanei and J. A. Chambers Electroencephalography signal processing Chichester Wiley 2007 XXII, 289 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Literaturangaben Evoziertes Potenzial (DE-588)4138397-7 gnd rswk-swf Elektroencephalographie (DE-588)4014254-1 gnd rswk-swf Signalverarbeitung (DE-588)4054947-1 gnd rswk-swf Elektroencephalographie (DE-588)4014254-1 s Evoziertes Potenzial (DE-588)4138397-7 s Signalverarbeitung (DE-588)4054947-1 s DE-604 Chambers, Jonathon A. Verfasser aut GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020192785&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Sanei, Saeid Chambers, Jonathon A. EEG signal processing Evoziertes Potenzial (DE-588)4138397-7 gnd Elektroencephalographie (DE-588)4014254-1 gnd Signalverarbeitung (DE-588)4054947-1 gnd |
| subject_GND | (DE-588)4138397-7 (DE-588)4014254-1 (DE-588)4054947-1 |
| title | EEG signal processing |
| title_alt | Electroencephalography signal processing |
| title_auth | EEG signal processing |
| title_exact_search | EEG signal processing |
| title_full | EEG signal processing Saeid Sanei and J. A. Chambers |
| title_fullStr | EEG signal processing Saeid Sanei and J. A. Chambers |
| title_full_unstemmed | EEG signal processing Saeid Sanei and J. A. Chambers |
| title_short | EEG signal processing |
| title_sort | eeg signal processing |
| topic | Evoziertes Potenzial (DE-588)4138397-7 gnd Elektroencephalographie (DE-588)4014254-1 gnd Signalverarbeitung (DE-588)4054947-1 gnd |
| topic_facet | Evoziertes Potenzial Elektroencephalographie Signalverarbeitung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020192785&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT saneisaeid eegsignalprocessing AT chambersjonathona eegsignalprocessing AT saneisaeid electroencephalographysignalprocessing AT chambersjonathona electroencephalographysignalprocessing |