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Relativity modeling of work motivation and human error probability based on neural network

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Human error behavior is jointly determined by human and environment, specially, the effect of work motivation has been emphasized to be an important factor on human performance in psychology and behavioral science. However, current Human Reliability Analysis (HRA) pay little attention to this aspect, which creates difficulties in finding the mechanisms of error behavior that could arise in the cognitive process. To fill the gap mentioned above, this paper considered work motivation factors into HRA, the hypothesis of the relationship between work motivation and Human Error Probability (HEP) in task context was given, with reference to the relationship between arousal and performance described by Yerkes-Dodson Law in psychology, then a relativity model of work motivation and HEP on different task difficulty was proposed based on neural network, and simulation experiment was carried out. The experimental results showed the work motivation-HEP relationship is of a U-shaped curve and the optimal work motivation for a difficult task is lower than an easy task.

源语言英语
主期刊名Proceedings of 2016 Prognostics and System Health Management Conference, PHM-Chengdu 2016
编辑Qiang Miao, Zhaojun Li, Ming J. Zuo, Liudong Xing, Zhigang Tian
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781509027781
DOI
出版状态已出版 - 16 1月 2017
活动7th IEEE Prognostics and System Health Management Conference, PHM-Chengdu 2016 - Chengdu, Sichuan, 中国
期限: 19 10月 201621 10月 2016

出版系列

姓名Proceedings of 2016 Prognostics and System Health Management Conference, PHM-Chengdu 2016

会议

会议7th IEEE Prognostics and System Health Management Conference, PHM-Chengdu 2016
国家/地区中国
Chengdu, Sichuan
时期19/10/1621/10/16

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