Modelling worker reliability with learning and fatigue

Z.S. Givi; M.Y. Jaber; W.P. Neumann

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Modelling worker reliability with learning and fatigue

机译：通过学习和疲劳为工人可靠性建模

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摘要

A mathematical model is developed that estimates the human error rate while performing an assembly job under the influence of learning-forgetting and fatigue-recovery. Despite other Human Reliability Analysis (HRA) models that are not capable of anticipating how and when an error occurs, this model is able to dynamically measure the human error rate and reliability with time. An experimental analysis is performed to examine the effect of the model parameters on the error rate and the model behaviour is investigated through five research questions. Numerical examples are provided to illustrate the results.

机译：开发了一个数学模型，该模型在忘记学习和疲劳恢复的影响下执行装配工作时估计人为错误率。尽管其他人类可靠性分析（HRA）模型无法预测错误的发生方式和时间，但该模型仍能够随着时间动态地测量人类错误率和可靠性。通过实验分析来检验模型参数对错误率的影响，并通过五个研究问题来研究模型行为。提供了数值示例来说明结果。

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来源
《Applied Mathematical Modelling》 |2015年第17期|5186-5199|共14页
作者
Z.S. Givi; M.Y. Jaber; W.P. Neumann;
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作者单位

Department of Mechanical and Industrial Engineering, Ryerson University, Toronto, ON M5B 2K3, Canada;

Department of Mechanical and Industrial Engineering, Ryerson University, Toronto, ON M5B 2K3, Canada;

Department of Mechanical and Industrial Engineering, Ryerson University, Toronto, ON M5B 2K3, Canada;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
Learning-forgetting; Fatigue-recovery; Human error; Human Reliability Analysis;

机译：忘记学习;疲劳恢复;人为错误;人的可靠性分析;

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1. A simulation-based approach for time allowances assessment during production system design with consideration of worker's fatigue, learning and reliability [J] . I. El Mouayni, A. Etienne, A. Lux, Computers & Industrial Engineering . 2020,第Jana期

机译：一种基于仿真的方法，用于在生产系统设计期间评估时间津贴，其中考虑了工人的疲劳，学习和可靠性
2. Jobs scheduling within Industry 4.0 with consideration of worker’s fatigue and reliability using Greedy Randomized Adaptive Search Procedure [J] . I. El Mouayni, G. Demesure, H. Bril-El Haouzi, IFAC PapersOnLine . 2019,第19期

机译：在工业4.0中使用贪婪随机自适应搜索程序在考虑工人疲劳和可靠性的情况下安排工作
3. Portuguese version of the Swedish Occupational Fatigue Inventory (SOFI) among assembly workers: Cultural adaptation, reliability and validity [J] . Joana Santos, Carlos Carvalhais, Catarina Ramos, International journal of occupational medicine and environmental health. . 2017,第3期

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4. Jobs scheduling within Industry 4.0 with consideration of worker’s fatigue and reliability using Greedy Randomized Adaptive Search Procedure [C] . I. El Mouayni, G. Demesure, H. Bril-El Haouzi, IFAC Symposium on Analysis, Design, and Evaluation of Human-Machine Systems . 2020

机译：业内工作安排4.0考虑使用贪婪随机自适应搜索程序的工人的疲劳和可靠性
5. Accelerated Fatigue Reliability Analysis of Stiffened Sections Using Deep Learning [D] . Ali, Haider 2018

机译：深度学习的加筋截面加速疲劳可靠性分析
6. Attentional and visual demands for sprint performance in non-fatigued and fatigued conditions: reliability of a repeated sprint test [O] . Inge HF Reininga, Koen APM Lemmink, Ron L Diercks, 2010

机译：非疲劳和疲劳条件下对冲刺性能的注意和视觉要求：重复冲刺测试的可靠性
7. A simulation-based approach for time allowances assessment during production system design with consideration of worker’s fatigue, learning and reliability [O] . I. El Mouayni, A. Etienne, A. Lux, 2020

机译：考虑工人疲劳，学习和可靠性，生产系统设计期间基于模拟的时间津贴评估方法

Modelling worker reliability with learning and fatigue

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