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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Fan Zhang

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#graph neural networks Open access Oct 2026

Predicting vehicle operators’ neck discomfort under vibration using head posture data: A dynamic two-stage attention-based method

Vehicle vibration degrades interaction with In-Vehicle Information Systems (IVIS) by increasing neck discomfort and head-posture instability. We ran three laboratory experiments manipulating interface context while applying 0–2.5 Hz (Hz) vertical vibration. Participants rated neck discomfort relative to vibration on th...

Xing Tang, Fan Zhang, Jinyi Zhi et al. · 0 citations

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