竞赛诱发的精神疲劳对认知能力的影响及心电特征分析
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军队科研项目(24AZ1001),国家自然科学基金青年科学基金(82101970).


Impact of competition-induced mental fatigue on cognitive abilities and electrocardiographic features
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Supported by Military Scientific Research Project (24AZ1001) and Youth Program of National Natural Science Foundation of China (82101970).

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    摘要:

    目的 通过实验研究寻找对精神疲劳灵敏的认知能力评估范式和心电特征。方法 追踪收集上海理工大学10名健康大学生被试在参加为期4 d的全国大学生电子设计竞赛期间的斯坦福嗜睡量表(SSS)得分、睡眠时长、认知任务表现及心电图信号数据,计算认知任务期间的心电时域特征、频域特征和信息域特征等10项特征指标,分析对精神疲劳变化敏感的认知任务表现和心电特征。结果 反映精神疲劳的SSS得分(χ2=23.116,P<0.001)和睡眠时长(χ2=19.608,P<0.001)在4 d竞赛期间的差异均有统计学意义。在认知任务表现上,Stroop任务中的字词-颜色一致正确率、字词-颜色不一致正确率及视听竞争任务中的单视觉目标刺激正确率、视觉目标听觉非目标刺激正确率与SSS得分均呈负相关(均P<0.05)。在心电特征指标上,Stroop任务中的心电特征庞加莱图SD2与睡眠时长呈正相关(P<0.05),2-back任务中的庞加莱图SD2与SSS得分呈正相关、与睡眠时长呈负相关(均P<0.05)。结论 Stroop任务和视听竞争任务的反应正确率是反映精神疲劳灵敏的认知能力指标,Stroop任务和2-back任务中的庞加莱图SD2是反映精神疲劳灵敏的心电特征指标。

    Abstract:

    Objective To look for cognitive assessment paradigms and electrocardiographic (ECG) characteristics sensitive to mental fatigue through an experimental study. Methods Data were collected from 10 healthy students of the University of Shanghai for Science and Technology who participated in the 4-day National Undergraduate Electronics Design Contest, including their Stanford sleepiness scale (SSS) scores, sleep duration, cognitive task performance, and ECG signal data. Ten ECG features, including time-domain, frequency-domain, and information-domain characteristics, were extracted during cognitive tasks. The cognitive task performance and ECG features sensitive to changes in mental fatigue were analyzed. Results Significant differences were observed in SSS scores (χ2=23.116, P<0.001) and sleep duration (χ2=19.608, P<0.001) across the 4 d. For cognitive task performance, word-color congruent accuracy and word-color incongruent accuracy in the Stroop task and Single-visual target stimulus accuracy and Visual target-auditory non-target stimulus accuracy in the audiovisual competition task all showed significant negative correlations with SSS scores (all P<0.05). Regarding ECG features, Poincaré plot SD2 during the Stroop task was positively correlated with sleep duration (P<0.05), while Poincaré plot SD2 during the 2-back task was positively correlated with mental fatigue assessment scores and was negatively correlated with sleep duration (both P<0.05). Conclusion The accuracy of the Stroop task and audiovisual competition task is a cognitive ability indicator sensitive to mental fatigue, while the Poincaré plot SD2 during Stroop and 2-back tasks is an ECG indicator sensitive to mental fatigue.

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  • 收稿日期:2024-11-14
  • 最后修改日期:2025-02-18
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  • 在线发布日期: 2025-06-21
  • 出版日期: 2025-06-20
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