How is the Pilot Doing: VTOL Pilot Workload Estimation by Multimodal Machine Learning on Psycho-physiological Signals

Jong Hoon Park,Lawrence Chen,Ian Higgins,Zhaobo Zheng,Shashank Mehrotra, Kevin Salubre,Mohammadreza Mousaei,Steven Willits, Blaine Levedahl, Timothy Buker,Eliot Xing,Teruhisa Misu,Sebastian Scherer,Jean Oh

2024 33RD IEEE INTERNATIONAL CONFERENCE ON ROBOT AND HUMAN INTERACTIVE COMMUNICATION, ROMAN 2024（2024）

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关键词

Machine Learning,Multimodal Learning,Psychophysiological Signals,Pilot Workload,User Study,Safe Operation,Aircraft Type,Fixed-wing Aircraft,Vertical Take-off,Training Set,Learning Algorithms,Support Vector Machine,Brain Activity,Cognitive Load,Continuous Measure,Linear Discriminant Analysis,Eye Contact,Semantic Segmentation,XGBoost,Commercial Operations,Mental Demands,Flight Control,Body Pose,Grip Force,Federal Aviation Administration,Interbeat Intervals,Tobii Pro,Psychophysiological Measures,Best-performing Model,Predictive Power

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