Workload Alerts-Using Physiological Measures of Mental Workload to Provide Feedback During Tasks

被引:27
|
作者
Maior, Horia A. [1 ]
Wilson, Max L. [1 ]
Sharples, Sarah [1 ]
机构
[1] Univ Nottingham, Sch Comp Sci, Jubilee Campus,Wollaton Rd, Nottingham NG8 1BB, England
基金
英国工程与自然科学研究理事会;
关键词
Mental workload; fNIRS; physiological computing; feedback; task demand; performance; bio-feedback of workload; NEAR-INFRARED SPECTROSCOPY; BRAIN-FUNCTION; NIRS; RESPONSES; LOAD; TOOL;
D O I
10.1145/3173380
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Feedback is valuable for allowing us to improve on tasks. While retrospective feedback can help us improve for next time, feedback 'in action' can allow us to improve the outcome of on-going tasks. In this article, we use data from functional Near InfraRed Spectroscopy to provide participants with feedback about their mental workload levels during high-workload tasks. We evaluate the impact of this feedback on task performance and perceived task performance, in comparison to industry standard mid-task self-assessments, and explore participants' perceptions of this feedback. In line with previous work, we confirm that deploying self-reporting methods affect both perceived and actual performance. Conversely, we conclude that our objective concurrent feedback correlated more closely with task demand, supported reflection in action, and did not negatively affect performance. Future work, however, should focus on the design of this feedback and the potential behaviour changes that will result.
引用
收藏
页数:30
相关论文
共 50 条
  • [1] PHYSIOLOGICAL MEASURES OF AIRCREW MENTAL WORKLOAD
    WIERWILLE, WW
    [J]. HUMAN FACTORS, 1979, 21 (05) : 575 - 593
  • [2] Measuring mental workload using physiological measures: A systematic review
    Charles, Rebecca L.
    Nixon, Jim
    [J]. APPLIED ERGONOMICS, 2019, 74 : 221 - 232
  • [3] A Systematic Review of Physiological Measures of Mental Workload
    Tao, Da
    Tan, Haibo
    Wang, Hailiang
    Zhang, Xu
    Qu, Xingda
    Zhang, Tingru
    [J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2019, 16 (15)
  • [4] PERCEPTUAL AND MENTAL WORKLOAD DURING SELECTION TASKS
    ZEGERS, DHA
    [J]. 11TH WORKSHOP ON LABOUR AND LABOUR MANAGEMENT, 1989, 237 : 149 - 155
  • [5] Monitoring drivers' mental workload in driving simulators using physiological measures
    Brookhuis, Karel A.
    de Waard, Dick
    [J]. ACCIDENT ANALYSIS AND PREVENTION, 2010, 42 (03): : 898 - 903
  • [6] A review of physiological measures for mental workload assessment in aviation
    Luzzani, G.
    Buraioli, I.
    Demarchi, D.
    Guglieri, G.
    [J]. AERONAUTICAL JOURNAL, 2024, 128 (1323): : 928 - 949
  • [7] Assessment of Mental Workload Using Physiological Measures with Random Forests in Maritime Teamwork
    Zhang, Yu
    Zhang, Yijing
    Cui, Xue
    Li, Zhizhong
    Liu, Yuan
    [J]. ENGINEERING PSYCHOLOGY AND COGNITIVE ERGONOMICS. MENTAL WORKLOAD, HUMAN PHYSIOLOGY, AND HUMAN ENERGY, EPCE 2020, PT I, 2020, 12186 : 100 - 110
  • [8] Physiological Measures of Mental Workload: Evidence from Empirical Studies
    Tao, Da
    Zhang, Xu
    Cai, Jian
    Tan, Haibo
    Zhang, Xiaoyan
    Zhang, Tingru
    [J]. MAN-MACHINE-ENVIRONMENT SYSTEM ENGINEERING (MMESE 2019), 2020, 576 : 217 - 225
  • [9] Physiological indices of mental workload
    Neumann, DL
    [J]. AUSTRALIAN JOURNAL OF PSYCHOLOGY, 2001, 53 : 61 - 61
  • [10] PHYSIOLOGICAL REFLECTIONS OF MENTAL WORKLOAD
    HANCOCK, PA
    MESHKATI, N
    ROBERTSON, MM
    [J]. AVIATION SPACE AND ENVIRONMENTAL MEDICINE, 1985, 56 (11): : 1110 - 1114