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Physiological signal-based drowsiness detection using machine learning: Singular and hybrid signal approaches
16 references·3 citing·30 second hop
Physiological signal-based drowsiness detection using machine learning: Singular and hybrid signal approaches (2021)Physiological signal-based drowsiness det…A Survey on State-of-the-Art Drowsiness Detection Techniques (2019)A Survey on State-of-the-Art …Detection and prediction of driver drowsiness using artificial neural network models (2017)Detection and prediction of d…Drowsiness detection using heart rate variability (2016)Drowsiness detection using he…Subjective sleepiness is a sensitive indicator of insufficient sleep and impaired waking function (2014)Subjective sleepiness is a se…Detecting Driver Drowsiness Based on Sensors: A Review (2012)Detecting Driver Drowsiness B…Driver Drowsiness Classification Using Fuzzy Wavelet-Packet-Based Feature-Extraction Algorithm (2010)Driver Drowsiness Classificat…Driver drowsiness detection with eyelid related parameters by Support Vector Machine (2008)Driver drowsiness detection w…Validation of the Karolinska sleepiness scale against performance and EEG variables (2006)Validation of the Karolinska …Subjective sleepiness, simulated driving performance and blink duration: examining individual differences (2006)Subjective sleepiness, simula…The validity of psychomotor vigilance tasks of less than 10-minute duration (2004)The validity of psychomotor v…Real-Time Nonintrusive Monitoring and Prediction of Driver Fatigue (2004)Real-Time Nonintrusive Monito…Electroencephalographic study of drowsiness in simulated driving with sleep deprivation (2004)Electroencephalographic study…Diurnal variation in spontaneous eye-blink rate (2000)Diurnal variation in spontane…Fatigue, alcohol and performance impairment (1997)Fatigue, alcohol and performa…Subjective and Objective Sleepiness in the Active Individual (1990)Subjective and Objective Slee…Microcomputer analyses of performance on a portable, simple visual RT task during sustained operations (1985)Microcomputer analyses of per…Driver Fatigue Detection Using Measures of Heart Rate Variability and Electrodermal Activity (2023)Driver Fatigue Detection Usin…A systematic review on detection and prediction of driver drowsiness (2023)A systematic review on detect…Challenges of Driver Drowsiness Prediction: The Remaining Steps to Implementation (2022)Challenges of Driver Drowsine…Experimental Design: Procedures for the Behavioral Sciences. (1969)Patterns of performance degradation and restoration during sleep restriction and subsequent recovery: a sleep dose‐response study (2003)A meta-analysis of the impact of short-term sleep deprivation on cognitive variables. (2010)Effects of sleep deprivation on cognition (2010)Experimental Design: Procedures for the Behavioral Sciences (2013)An overview of sleepiness and accidents (1995)A critical review of the psychophysiology of driver fatigue (2001)Driver fatigue: Electroencephalography and psychological assessment (2002)EEG signal analysis for the assessment and quantification of driver’s fatigue (2010)Regional brain wave activity changes associated with fatigue (2012)A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving (2019)The Cumulative Cost of Additional Wakefulness: Dose-Response Effects on Neurobehavioral Functions and Sleep Physiology From Chronic Sleep Restriction and Total Sleep Deprivation (2003)Systematic Interindividual Differences in Neurobehavioral Impairment from Sleep Loss: Evidence of Trait-Like Differential Vulnerability (2004)The CES-D Scale (1977)A New Method for Measuring Daytime Sleepiness: The Epworth Sleepiness Scale (1991)Sleep Loss and Fatigue in Shift Work and Shift Work Disorder (2009)Driver Inattention Monitoring System for Intelligent Vehicles: A Review (2011)A definition of a nonprobabilistic entropy in the setting of fuzzy sets theory (1972)Cumulative Sleepiness, Mood Disturbance, and Psychomotor Vigilance Performance Decrements During a Week of Sleep Restricted to 4–5 Hours per Night (1997)Exploring Neuro-Physiological Correlates of Drivers' Mental Fatigue Caused by Sleep Deprivation Using Simultaneous EEG, ECG, and fNIRS Data (2016)A Review on Mental Stress Assessment Methods Using EEG Signals (2021)A Review of Recent Developments in Driver Drowsiness Detection Systems (2022)Shift work and disturbed sleep/wakefulness (2003)The link between fatigue and safety (2010)Causes and consequences of sleepiness among college students (2014)Driver Behavior Analysis for Safe Driving: A Survey (2015)Driver Fatigue Detection Systems: A Review (2018)End-to-End Multimodal Emotion Recognition Using Deep Neural Networks (2017)Detecting Human Driver Inattentive and Aggressive Driving Behavior Using Deep Learning: Recent Advances, Requirements and Open Challenges (2020)Machine learning and deep learning techniques for driver fatigue and drowsiness detection: a review (2023)
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References

  • 1990Subjective and Objective Sleepiness in the Active Individual3,088 cited
  • 1985Microcomputer analyses of performance on a portable, simple visual RT task during sustained operations1,750 cited
  • 1997Fatigue, alcohol and performance impairment1,199 cited
  • 2006Validation of the Karolinska sleepiness scale against performance and EEG variables1,013 cited
  • 2012Detecting Driver Drowsiness Based on Sensors: A Review783 cited
  • 2004Real-Time Nonintrusive Monitoring and Prediction of Driver Fatigue752 cited
  • 2010Driver Drowsiness Classification Using Fuzzy Wavelet-Packet-Based Feature-Extraction Algorithm526 cited
  • 2004Electroencephalographic study of drowsiness in simulated driving with sleep deprivation482 cited
  • 2019A Survey on State-of-the-Art Drowsiness Detection Techniques364 cited
  • 2006Subjective sleepiness, simulated driving performance and blink duration: examining individual differences361 cited
  • 2004The validity of psychomotor vigilance tasks of less than 10-minute duration347 cited
  • 2014Subjective sleepiness is a sensitive indicator of insufficient sleep and impaired waking function325 cited
  • 2008Driver drowsiness detection with eyelid related parameters by Support Vector Machine309 cited
  • 2016Drowsiness detection using heart rate variability289 cited

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  • 2017Detection and prediction of driver drowsiness using artificial neural network models286 cited
  • 2000Diurnal variation in spontaneous eye-blink rate209 cited
  • Cited by

    • 2023A systematic review on detection and prediction of driver drowsiness80 cited
    • 2023Driver Fatigue Detection Using Measures of Heart Rate Variability and Electrodermal Activity62 cited
    • 2022Challenges of Driver Drowsiness Prediction: The Remaining Steps to Implementation55 cited