The effects of different interruption conditions on mental workload: an experimental study based on multimodal measurements

被引:0
作者
Jin, Haizhe [1 ]
Liu, Liyuan [1 ,2 ]
Luo, Zhongbao [1 ]
Meng, Su [3 ]
Zhao, Yinan [4 ]
机构
[1] Northeastern Univ, Sch Business Adm, Dept Ind Engn, Shenyang, Peoples R China
[2] Shenyang Dadong Dist Ind & Informat Bur, Off, Shenyang, Peoples R China
[3] China Med Univ, Hosp 1, Dept Neurol, Shenyang 110001, Liaoning, Peoples R China
[4] Capital Med Univ, Xuanwu Hosp, Natl Ctr Neurol Disorders, Dept Neurol, Beijing 100053, Peoples R China
基金
中国国家自然科学基金;
关键词
Interruption; mental workload; perceptual load; cognitive load; multimodal measurements; REAL-TIME ASSESSMENT; TASK; CLASSIFICATION; DISTRACTION; PERFORMANCE; MANAGEMENT; LANGUAGE; MEMORY; PUPIL;
D O I
10.1080/00140139.2024.2400129
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Interruptions in the working environment cause extra mental workload for the operators, and this phenomenon has garnered significant research attention. This study designed four interruption conditions based on the perceptual and cognitive perspectives of human information processing, using a 2(perceptual primary task and cognitive primary task)*2(perceptual interruption task and cognitive interruption task) factorial design. Multimodal measurement methods were used to evaluate mental workload in different interruption conditions. The results show that when the primary task and the interruption task are different load types, they generate a higher mental workload than the same load type. It can be attributed to the fact that perceptual tasks and cognitive tasks increase mental workload during switching. In addition, based on the multimodal index data, the prediction model of interruption recovery delay time and the classification model of interruption conditions are established, which provides a basis for rational scheduling of work and preventing mental overload. This study's results enhance our understanding of interruptions from the perspectives of perception and cognition, providing a more accurate theoretical basis for managing mental workload in interruption conditions. The proposed interruption recovery delay time prediction model and the interruption condition classification model have certain reference values for improving interruption management capabilities.
引用
收藏
页数:19
相关论文
共 69 条
  • [1] Adamczyk P.D., 2004, P SIGCHI C HUMAN FAC, P271, DOI DOI 10.1145/985692.985727
  • [2] Adamczyk P. D., 2005, P 4 INT WORKSH TASK, DOI [10.1145/1122935.1122959, DOI 10.1145/1122935.1122959]
  • [3] Memory for goals: an activation-based model
    Altmann, EM
    Trafton, JG
    [J]. COGNITIVE SCIENCE, 2002, 26 (01) : 39 - 83
  • [4] Baretta L., 2012, Literatures in English and Cultural Studies, V63, P69, DOI [10.5007/2175-8026.2012n63p69, DOI 10.5007/2175-8026.2012N63P69]
  • [5] Using Task-Induced Pupil Diameter and Blink Rate to Infer Cognitive Load
    Chen, Siyuan
    Epps, Julien
    [J]. HUMAN-COMPUTER INTERACTION, 2014, 29 (04): : 390 - 413
  • [6] The moderation effects of task attributes and mental fatigue on post-interruption task performance in a concurrent multitasking environment
    Chen, Yueyuan
    Fang, Weining
    Guo, Beiyuan
    Bao, Haifeng
    [J]. APPLIED ERGONOMICS, 2022, 102
  • [7] Effects of cognitive and visual loads on driving performance after take-over request (TOR) in automated driving
    Choi, Damee
    Sato, Toshihisa
    Ando, Takafumi
    Abe, Takashi
    Akamatsu, Motoyuki
    Kitazaki, Satoshi
    [J]. APPLIED ERGONOMICS, 2020, 85
  • [8] Cohen J., 1992, Curr Dir Psychol Sci, V1, P98, DOI [DOI 10.1111/1467-8721.EP10768783, 10.1111/1467-8721.ep10768783]
  • [9] Failures Due to Interruptions or Distractions: A Review and a New Framework
    Couffe, Cyril
    Michael, George A.
    [J]. AMERICAN JOURNAL OF PSYCHOLOGY, 2017, 130 (02) : 163 - 181
  • [10] NEAREST NEIGHBOR PATTERN CLASSIFICATION
    COVER, TM
    HART, PE
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 1967, 13 (01) : 21 - +