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Optimal frequency bands for pupillography for maximal correlation with HRV.
Júlio Medeiros1, André Bernardes2, Ricardo Couceiro2
1Centre for Informatics and Systems of the University of Coimbra, Department of Informatics Engineering, University of Coimbra, Coimbra, Portugal. juliomedeiros@dei.uc.pt.
This study identifies optimal pupillography frequency bands for cognitive load assessment, correlating well with Heart Rate Variability. Findings support integrating eye-tracking for detailed analysis in real-world tasks.
Area of Science:
- Human-Computer Interaction
- Cognitive Psychology
- Biomedical Engineering
Background:
- Assessing cognitive load via pupillography is hindered by inconsistent frequency band definitions.
- Lack of consensus on optimal frequency ranges limits the reliability of pupillography for cognitive load measurement.
Purpose of the Study:
- To define optimal pupillography frequency bands for accurate cognitive load assessment.
- To establish a coherent framework for pupillography analysis in cognitive load studies.
Main Methods:
- Controlled experiments with programmers and mental arithmetic tasks involving 72 participants.
- Pupillography data analyzed for frequency features, correlated with Heart Rate Variability.
- Validation of findings across different tasks and participant groups.
Main Results:
- Identified optimal low-frequency (0.06-0.29 Hz) and high-frequency (0.29-0.49 Hz) bands for cognitive load.
- Achieved geometric mean correlations of 0.238 and 0.236 with HRV features across studies.
- Demonstrated superior performance compared to commonly used frequency bands in existing literature.
Conclusions:
- The study provides a validated framework for pupillography frequency band selection in cognitive load assessment.
- Highlights the potential of integrating eye-tracking and pupillography in authentic software development for granular cognitive load analysis.
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