logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Robust multimodal mental workload classification: a cross-physiological condition machine learning approach

delete2026-01-14
delete0
delete
OA
AI
A
Anaïs Pontiggia
M
Michaël Quiquempoix
P
Pierre Fabries
V
Vincent Beauchamps
C
Clémentine Jacques
M
Mathias Guillard
P
Pascal Van Beers
C
Carine Malle
D
Danielle Gomez-Mérino
N
Nathalie Koulmann
M
M. Chennaoui
F
Fabien Sauvet *
DOI：10.1016/j.cmpb.2026.109251delete
delete原文链接
delete分享
delete收藏
查看原文
摘要

摘要

En 中文
• 睡眠限制降低了精神工作负荷水平分类的性能 • 缺氧降低了精神工作负荷水平分类的性能 • 跨生理条件的评估很重要 • 在不同生理条件下训练模型可提高其鲁棒性 • 多模态数据集可提高模型性能
Keyword:
cross- validation
ECG
EEG
eye tracking
hypoxia
mental workload
sleep restriction
supervised machine learning
AI总结

AI总结

对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。

期刊

Computer Methods and Programs in Biomedicine 封面图
Computer Methods and Programs in Biomedicine
IF:
4.8
论文数:
7.0K
被引数:
2.1W

机构

I
irba
学者数:
56
论文数: 12
被引数: 0
E
ecole du val de grace
学者数:
2
论文数: 2
被引数: 0
U
Universite Paris Cite
学者数:
8.9W
论文数: 6.3W
被引数: 604
学者 查看更多机构
引用论文

引用论文

Psychophysiological responses to changes in workload during simulated air traffic control
errBiological Psychology
IF0
err1996-02-01
err0
PREAI
errJeffrey B. Brookings; Glenn F. Wilson; Carolyne R. Swain
err分享
err收藏
Monitoring Pilot's Mental Workload Using ERPs and Spectral Power with a Six-Dry-Electrode EEG System in Real Flight Conditions
errSENSORS
IF3.5
err2019-03-16
err119
errOAAI
errDehais, Frederic; Dupres, Alban; Blum, Sarah; Drougard, Nicolas; Scannella, Sebastien; Roy, Raphaelle N.; Lotte, Fabien
err分享
err收藏
A comparative study of machine learning and deep learning models in binary and multiclass classification for intrusion detection systems机器学习与深度学习模型在二元及多类分类的入侵检测系统中的比较研究
errArray
IF4.5
err2025-05-08
err0
errOAAI
errAyesha Alharthi; Meera Alaryani; Sanaa Kaddoura
err分享
err收藏
Human reliability under sleep deprivation: Derivation of performance shaping factor multipliers from empirical data
errRELIABILITY ENGINEERING & SYSTEM SAFETY
IF11
err2015-12-01
err27
errOAAI
errGriffith, Candice D.; Mahadevan, Sankaran
err分享
err收藏
Development of NASA-TLX (Task Load Index): Results of Empirical and Theoretical ResearchNASA-TLX (任务负荷指数) 的发展: 经验和理论研究的结果
errAdvances in Psychology
IF0
err1988-01-01
err0
PREAI
errSandra G. Hart; Lowell E. Staveland
err分享
err收藏
Pilots’ mental workload prediction based on timeline analysis基于时间线分析的飞行员心理负荷预测
errTechnology and Health Care
IF0
err2020-01-01
err0
errOAAI
errChengping Liu; Xiaoru Wanyan; Xu Xiao; Jingquan Zhao; Ya Duan
err分享
err收藏
OpenMATB: A Multi-Attribute Task Battery promoting task customization, software extensibility and experiment replicability
errBEHAVIOR RESEARCH METHODS
IF3.9
err2020-03-05
err29
errOAAI
errCegarra, J.; Valery, B.; Avril, E.; Calmettes, C.; Navarro, J.
err分享
err收藏
Hypoxic Hypoxia and Brain Function in Military Aviation: Basic Physiology and Applied Perspectives
errFRONTIERS IN PHYSIOLOGY
IF3.4
err2021-05-17
err80
errOAAI
errShaw, David M.; Cabre, Gus; Gant, Nicholas
err分享
err收藏
Physiological indices of workload in a simulated flight task
errBiological Psychology
IF0
err1996-02-01
err0
PREAI
errJ.A. Veltman; A.W.K. Gaillard
err分享
err收藏
Assessment of Ocular and Physiological Metrics to Discriminate Flight Phases in Real Light Aircraft
errHuman Factors: The Journal of the Human Factors and Ergonomics Society
IF0
err2018-07-25
err0
errOAAI
errSébastien Scannella; Vsevolod Peysakhovich; Florian Ehrig; Evelyne Lepron; Frédéric Dehais
err分享
err收藏
学者 查看更多内容