Monitoring of Micro-sleep and Sleepiness for the Drivers Using EEG Signal

................................................................................................................................................... 3 ACKNOWLEDGEMENT ................................................................................................................................. 5 LIST OF FIGURES .......................................................................................................................................... 8 LIST OF TABLES ............................................................................................................................................ 9 LIST OF ABBREVIATIONS ............................................................................................................................ 10 INTRODUCTION ......................................................................................................................................... 11 BACKGROUND ........................................................................................................................................... 13 METHODS .................................................................................................................................................. 17 PRE-PROCESSING ................................................................................................................................... 20 FEATURE EXTRACTION ........................................................................................................................... 24 SUPPORT VECTOR MACHINE ................................................................................................................. 31 RELATED WORK ......................................................................................................................................... 41 Extraction of Feature Information in EEG Signal ................................................................................... 41 Sleepiness and health problems in drivers who work driving some kind of vehicle with nocturnal and shift works ............................................................................................................................................. 43 SVM Regression Training with SMO ...................................................................................................... 48 EVALUATION AND CONCLUSION ............................................................................................................... 52 FUTURE WORK ........................................................................................................................................... 55 REFERENCES .............................................................................................................................................. 58