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Classification of mental workload in Human-robot collaboration using machine learning based on physiological feedback
16 references·0 citing·49 second hop
Classification of mental workload in Human-robot collaboration using machine learning based on physiological feedback (2022)Classification of mental workload in Huma…Pick the Right Co-Worker: Online Assessment of Cognitive Ergonomics in Human–Robot Collaborative Assembly (2022)Pick the Right Co-Worker: Onl…An Online Framework for Cognitive Load Assessment in Industrial Tasks (2022)An Online Framework for Cogni…A conceptual model for the acceptance of collaborative robots in industry 5.0 (2022)A conceptual model for the ac…Effect of Cognitive Fatigue, Operator Sex, and Robot Assistance on Task Performance Metrics, Workload, and Situation Awareness in Human-Robot Collaboration (2021)Effect of Cognitive Fatigue, …Do you feel safe with your robot? Factors influencing perceived safety in human-robot interaction based on subjective and objective measures (2021)Do you feel safe with your ro…Measuring Trust with Psychophysiological Signals: A Systematic Mapping Study of Approaches Used (2020)Measuring Trust with Psychoph…Assessment of mental workload based on multi-physiological signals (2020)Assessment of mental workload…Industry 5.0 and Human-Robot Co-working (2019)Industry 5.0 and Human-Robot …Cardiac Measures of Cognitive Workload: A Meta-Analysis (2019)Cardiac Measures of Cognitive…A Systematic Review of Physiological Measures of Mental Workload (2019)A Systematic Review of Physio…Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection (2018)Introducing WESAD, a Multimod…Assessment of Mental Workload: A Comparison of Machine Learning Methods and Subjective Assessment Techniques (2017)Assessment of Mental Workload…Impact of Incremental Increases in Cognitive Workload on Physiological Arousal and Performance in Young Adult Drivers (2009)Impact of Incremental Increas…Cardiovascular and eye activity measures as indices for momentary changes in mental effort during simulated flight (2008)Cardiovascular and eye activi…Stress detection in computer users through non-invasive monitoring of physiological signals. (2006)Stress detection in computer …Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research (1988)Development of NASA-TLX (Task…Random data: Analysis and measurement procedures (1987)Compensatory control in the regulation of human performance under stress and high workload: A cognitive-energetical framework (1997)Level of automation effects on performance, situation awareness and workload in a dynamic control task (1999)Mental workload measurement for emergency operating procedures in digital nuclear power plants (2013)Effects of mental workload on physiological and subjective responses during traffic density monitoring: A field study (2015)Multimodal Fusion for Objective Assessment of Cognitive Workload: A Review (2019)Judgment under Uncertainty: Heuristics and Biases (1974)Judgment under Uncertainty: Heuristics and Biases (1975)Telling more than we can know: Verbal reports on mental processes. (1977)The Out-of-the-Loop Performance Problem and Level of Control in Automation (1995)Nasa-Task Load Index (NASA-TLX); 20 Years Later (2006)Measuring neurophysiological signals in aircraft pilots and car drivers for the assessment of mental workload, fatigue and drowsiness (2012)Stress, Workload, and Fatigue (2000)Effects of visual and cognitive load in real and simulated motorway driving (2005)Engineering Psychology and Human Performance (2015)Effects of Cognitive Load on Driving Performance: The Cognitive Control Hypothesis (2017)A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving (2019)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)Development and validation of brief measures of positive and negative affect: The PANAS scales. (1988)DEAP: A Database for Emotion Analysis ;Using Physiological Signals (2011)A Review on Mental Stress Detection Using Wearable Sensors and Machine Learning Techniques (2021)A systematic review on affective computing: emotion models, databases, and recent advances (2022)Emotion recognition and artificial intelligence: A systematic review (2014–2023) and research recommendations (2023)Methods of Meta-Analysis (2004)Introduction to Meta‐Analysis (2009)The Handbook of Research Synthesis and Meta-Analysis (2019)Pattern Recognition of Cognitive Load Using EEG and ECG Signals (2020)MENTAL WORKLOAD (2021)Multiple Resources and Mental Workload (2008)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement (2009)Preferred reporting items for systematic reviews and meta-analyses: the PRISMA Statement. (2009)Measurement and identification of mental workload during simulated computer tasks with multimodal methods and machine learning (2020)EEG power spectral measures of cognitive workload: A meta‐analysis (2022)Human Mental Workload: A Survey and a Novel Inclusive Definition (2022)Situation Awareness Analysis and Measurement (2000)A Meta-Analysis of Factors Affecting Trust in Human-Robot Interaction (2011)Mental Workload and Human-Robot Interaction in Collaborative Tasks: A Scoping Review (2023)A theory of human motivation. (1943)PSYCHOLOGICAL CONDITIONS OF PERSONAL ENGAGEMENT AND DISENGAGEMENT AT WORK. (1990)A THEORY OF HUMAN MOTIVATION (2017)Between fear and trust: Older adults’ evaluation of socially assistive robots (2022)Understanding Human Reactions Looking at Facial Microexpressions With an Event Camera (2022)Feeling safe in the context of digitalization in healthcare: a scoping review (2024)Cognitive Architecture and Instructional Design (1998)The size and burden of mental disorders and other disorders of the brain in Europe 2010 (2011)To be a cyborg or not: exploring the mechanisms between digital literacy and neural implant acceptance (2023)Innovation in the Era of IoT and Industry 5.0: Absolute Innovation Management (AIM) Framework (2020)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)Studying the interactions among Industry 5.0 and circular supply chain: Towards attaining sustainable development (2022)
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References

  • 1988Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical Research15,045 cited
  • 2018Introducing WESAD, a Multimodal Dataset for Wearable Stress and Affect Detection1,356 cited
  • 2019Industry 5.0 and Human-Robot Co-working752 cited
  • 2009Impact of Incremental Increases in Cognitive Workload on Physiological Arousal and Performance in Young Adult Drivers394 cited
  • 2019A Systematic Review of Physiological Measures of Mental Workload309 cited
  • 2008Cardiovascular and eye activity measures as indices for momentary changes in mental effort during simulated flight205 cited
  • 2021Do you feel safe with your robot? Factors influencing perceived safety in human-robot interaction based on subjective and objective measures161 cited
  • 2021Effect of Cognitive Fatigue, Operator Sex, and Robot Assistance on Task Performance Metrics, Workload, and Situation Awareness in Human-Robot Collaboration115 cited
  • 2019Cardiac Measures of Cognitive Workload: A Meta-Analysis110 cited
  • 2022An Online Framework for Cognitive Load Assessment in Industrial Tasks95 cited
  • 2022A conceptual model for the acceptance of collaborative robots in industry 5.093 cited
  • 2006Stress detection in computer users through non-invasive monitoring of physiological signals.89 cited
  • 2022Pick the Right Co-Worker: Online Assessment of Cognitive Ergonomics in Human–Robot Collaborative Assembly76 cited

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  • 2017Assessment of Mental Workload: A Comparison of Machine Learning Methods and Subjective Assessment Techniques71 cited
  • 2020Measuring Trust with Psychophysiological Signals: A Systematic Mapping Study of Approaches Used63 cited
  • 2020Assessment of mental workload based on multi-physiological signals61 cited
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