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Multimodal integration for data-driven classification of mental fatigue during construction equipment operations: Incorporating electroencephalography, electrodermal activity, and video signals
16 references·0 citing·45 second hop
Multimodal integration for data-driven classification of mental fatigue during construction equipment operations: Incorporating electroencephalography, electrodermal activity, and video signals (2023)Multimodal integration for data-driven cl…Proceedings of the Human Factors and Ergonomics Society 2019 Annual Meeting (2019)Proceedings of the Human Fact…Classification of Perceived Mental Stress Using A Commercially Available EEG Headband (2019)Classification of Perceived M…A Systematic Review of Physiological Measures of Mental Workload (2019)A Systematic Review of Physio…Real-time Driver Drowsiness Detection for Android Application Using Deep Neural Networks Techniques (2018)Real-time Driver Drowsiness D…Measuring Workers’ Emotional State during Construction Tasks Using Wearable EEG (2018)Measuring Workers’ Emotional …Measuring mental workload using physiological measures: A systematic review (2018)Measuring mental workload usi…EEG-based workers' stress recognition at construction sites (2018)EEG-based workers' stress rec…Monitoring fatigue in construction workers using physiological measurements (2017)Monitoring fatigue in constru…Stress and anxiety detection using facial cues from videos (2016)Stress and anxiety detection …How High is High? A Meta-Analysis of NASA-TLX Global Workload Scores (2015)How High is High? A Meta-Anal…cvxEDA: a Convex Optimization Approach to Electrodermal Activity Processing (2015)cvxEDA: a Convex Optimization…Automatic identification of artifacts in electrodermal activity data (2015)Automatic identification of a…State of science: mental workload in ergonomics (2014)State of science: mental work…Shift and night work and long working hours – a systematic review of safety implications (2011)Shift and night work and long…Using EEG spectral components to assess algorithms for detecting fatigue (2008)Using EEG spectral components…Electroencephalographic study of drowsiness in simulated driving with sleep deprivation (2004)Electroencephalographic study…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)Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)Flow: the psychology of optimal experience (1990)Power-law distributions in empirical data (2018)Evaluating quality in human-robot interaction: A systematic search and classification of performance and human-centered factors, measures and metrics towards an industry 5.0 (2022)Shift work, safety and productivity (2003)Extended Work Shifts and the Risk of Motor Vehicle Crashes among Interns (2005)The impact of overtime and long work hours on occupational injuries and illnesses: new evidence from the United States (2005)An Official American Thoracic Society Statement: The Importance of Healthy Sleep. 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(1986)Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Monitoring driver fatigue using a single-channel electroencephalographic device: A validation study by gaze-based, driving performance, and subjective data (2017)Eye-Tracking Metrics Predict Perceived Workload in Robotic Surgical Skills Training (2019)Human Mental Workload: A Survey and a Novel Inclusive Definition (2022)Validity and reliability of a scale to assess fatigue (1991)Development of a fatigue scale (1993)Effects of mental fatigue on attention: An ERP study (2005)An automatic and non-invasive physical fatigue assessment method for construction workers (2019)Fatigue Monitoring Through Wearables: A State-of-the-Art Review (2021)Multiple Resources and Mental Workload (2008)Physiological Measurements of Situation Awareness: A Systematic Review (2020)EEG power spectral measures of cognitive workload: A meta‐analysis (2022)Continuous Stress Detection Using Wearable Sensors in Real Life: Algorithmic Programming Contest Case Study (2019)Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity (2019)Stress Detection with Machine Learning and Deep Learning using Multimodal Physiological Data (2020)How Traffic Situations and Non-Driving Related Tasks Affect the Take-Over Quality in Highly Automated Driving (2014)Evaluating the influence of YouTube advertising for attraction of young customers (2016)Trust in Artificial Intelligence: Meta-Analytic Findings (2021)
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References

  • 2019Proceedings of the Human Factors and Ergonomics Society 2019 Annual Meeting1,432 cited
  • 2014State of science: mental workload in ergonomics943 cited
  • 2008Using EEG spectral components to assess algorithms for detecting fatigue733 cited
  • 2018Measuring mental workload using physiological measures: A systematic review713 cited
  • 2015cvxEDA: a Convex Optimization Approach to Electrodermal Activity Processing605 cited
  • 2004Electroencephalographic study of drowsiness in simulated driving with sleep deprivation482 cited
  • 2015How High is High? A Meta-Analysis of NASA-TLX Global Workload Scores470 cited
  • 2017Monitoring fatigue in construction workers using physiological measurements403 cited
  • 2011Shift and night work and long working hours – a systematic review of safety implications367 cited
  • 2016Stress and anxiety detection using facial cues from videos343 cited
  • 2018EEG-based workers' stress recognition at construction sites340 cited
  • 2019A Systematic Review of Physiological Measures of Mental Workload309 cited
  • 2015Automatic identification of artifacts in electrodermal activity data279 cited
  • 2018Real-time Driver Drowsiness Detection for Android Application Using Deep Neural Networks Techniques251 cited

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2018
Measuring Workers’ Emotional State during Construction Tasks Using Wearable EEG
223 cited
  • 2019Classification of Perceived Mental Stress Using A Commercially Available EEG Headband198 cited
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