Application of accelerated life testing in human reliability analysis

As manufacturers and technologies become more complicated, manufacturing errors such as machine failure and human error have also been considered more over the past. Since machines and humans are not error-proof, managing the machines and human errors is a significant challenge in manufacturing syst...

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Main Authors: Rasoul Jamshidi, Mohammad Ebrahim Sadeghi
Format: Article
Language:English
Published: Ayandegan Institute of Higher Education, 2021-12-01
Series:International Journal of Research in Industrial Engineering
Subjects:
Online Access:http://www.riejournal.com/article_141897_603aad0206873b61f95d541e767bfe23.pdf
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author Rasoul Jamshidi
Mohammad Ebrahim Sadeghi
author_facet Rasoul Jamshidi
Mohammad Ebrahim Sadeghi
author_sort Rasoul Jamshidi
collection DOAJ
description As manufacturers and technologies become more complicated, manufacturing errors such as machine failure and human error have also been considered more over the past. Since machines and humans are not error-proof, managing the machines and human errors is a significant challenge in manufacturing systems. There are numerous methods for investigating human errors, fatigue, and reliability that categorized under Human Reliability Analysis (HRA) methods. HRA methods use some qualitative factors named Performance Shaping Factors (PSFs) to estimate Human Error Probability (HEP). Since the PSFs can be considered as the acceleration factors in Accelerated Life Test (ALT). We developed a method for Accelerated Human Fatigue Test (AHFT) to calculate human fatigue, according to fatigue rate and other effective factors. The proposed method reduces the time and cost of human fatigue calculation. AHFT first extracts the important factors affecting human fatigue using Principal Component Analysis (PCA) and then uses the accelerated test to calculate the effect of PSFs on human fatigue. The proposed method has been applied to a real case, and the provided results show that human fatigue can be calculated more effectively using the proposed method.
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spelling doaj.art-d7f583ad826c44faafbd8591834942cf2022-12-21T17:22:27ZengAyandegan Institute of Higher Education,International Journal of Research in Industrial Engineering2783-13372717-29372021-12-0110434635710.22105/riej.2021.288263.1227141897Application of accelerated life testing in human reliability analysisRasoul Jamshidi0Mohammad Ebrahim Sadeghi1Faculty of Engineering School, Damghan University, Semnan, Iran.Faculty of Management, Department of Industrial Management, University of Tehran, Tehran, Iran.As manufacturers and technologies become more complicated, manufacturing errors such as machine failure and human error have also been considered more over the past. Since machines and humans are not error-proof, managing the machines and human errors is a significant challenge in manufacturing systems. There are numerous methods for investigating human errors, fatigue, and reliability that categorized under Human Reliability Analysis (HRA) methods. HRA methods use some qualitative factors named Performance Shaping Factors (PSFs) to estimate Human Error Probability (HEP). Since the PSFs can be considered as the acceleration factors in Accelerated Life Test (ALT). We developed a method for Accelerated Human Fatigue Test (AHFT) to calculate human fatigue, according to fatigue rate and other effective factors. The proposed method reduces the time and cost of human fatigue calculation. AHFT first extracts the important factors affecting human fatigue using Principal Component Analysis (PCA) and then uses the accelerated test to calculate the effect of PSFs on human fatigue. The proposed method has been applied to a real case, and the provided results show that human fatigue can be calculated more effectively using the proposed method.http://www.riejournal.com/article_141897_603aad0206873b61f95d541e767bfe23.pdferroraccelerated life testinghuman fatiguemaufacturing
spellingShingle Rasoul Jamshidi
Mohammad Ebrahim Sadeghi
Application of accelerated life testing in human reliability analysis
International Journal of Research in Industrial Engineering
error
accelerated life testing
human fatigue
maufacturing
title Application of accelerated life testing in human reliability analysis
title_full Application of accelerated life testing in human reliability analysis
title_fullStr Application of accelerated life testing in human reliability analysis
title_full_unstemmed Application of accelerated life testing in human reliability analysis
title_short Application of accelerated life testing in human reliability analysis
title_sort application of accelerated life testing in human reliability analysis
topic error
accelerated life testing
human fatigue
maufacturing
url http://www.riejournal.com/article_141897_603aad0206873b61f95d541e767bfe23.pdf
work_keys_str_mv AT rasouljamshidi applicationofacceleratedlifetestinginhumanreliabilityanalysis
AT mohammadebrahimsadeghi applicationofacceleratedlifetestinginhumanreliabilityanalysis