{"title":"理解军事航空维修中的人为错误:性能塑造因素、认知负荷和错误导向的作用","authors":"M. Omair Nawaz , M. Qamar Zia , Taimur Ali Shams","doi":"10.1016/j.ress.2026.112337","DOIUrl":null,"url":null,"abstract":"<div><div>Human error remains a major source of reliability and safety risk in aviation maintenance, particularly in military operations where task complexity and operational pressure are unavoidable. Despite continued advancements in technical reliability, the mechanisms through which working conditions and cognitive demands translate into maintenance error, remain insufficiently understood. In particular, the combined influence of systemic factors, cognitive workload, and individual differences has received limited empirical attention. This study examines the effect of Performance Shaping Factors (PSFs) on human error in military aviation maintenance, considering cognitive workload as a mediating mechanism and Error Orientation (EO) as a moderating factor.</div><div>Survey data from 282 military aviation maintenance personnel were analyzed using structural equation modeling. The results show that adverse PSFs significantly increase both cognitive workload and the likelihood of maintenance error. Cognitive workload partially mediates this relationship, indicating that increased mental demand is a key pathway through which unfavorable system conditions degrade maintenance reliability. Error Orientation moderates both direct and indirect effects. Personnel with lower EO are more susceptible to workload-related error.</div><div>These findings extend human reliability analysis by explaining when and why maintenance errors are most likely to occur. The results support integrated safety management strategies that combine system design improvements, workload control, and targeted personnel development to enhance reliability in high-risk aviation maintenance environments.</div></div>","PeriodicalId":54500,"journal":{"name":"Reliability Engineering & System Safety","volume":"273 ","pages":"Article 112337"},"PeriodicalIF":11.0000,"publicationDate":"2026-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Understanding human error in military aviation maintenance: The role of Performance shaping factors, cognitive workload and error orientation\",\"authors\":\"M. Omair Nawaz , M. Qamar Zia , Taimur Ali Shams\",\"doi\":\"10.1016/j.ress.2026.112337\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Human error remains a major source of reliability and safety risk in aviation maintenance, particularly in military operations where task complexity and operational pressure are unavoidable. Despite continued advancements in technical reliability, the mechanisms through which working conditions and cognitive demands translate into maintenance error, remain insufficiently understood. In particular, the combined influence of systemic factors, cognitive workload, and individual differences has received limited empirical attention. This study examines the effect of Performance Shaping Factors (PSFs) on human error in military aviation maintenance, considering cognitive workload as a mediating mechanism and Error Orientation (EO) as a moderating factor.</div><div>Survey data from 282 military aviation maintenance personnel were analyzed using structural equation modeling. The results show that adverse PSFs significantly increase both cognitive workload and the likelihood of maintenance error. Cognitive workload partially mediates this relationship, indicating that increased mental demand is a key pathway through which unfavorable system conditions degrade maintenance reliability. Error Orientation moderates both direct and indirect effects. Personnel with lower EO are more susceptible to workload-related error.</div><div>These findings extend human reliability analysis by explaining when and why maintenance errors are most likely to occur. The results support integrated safety management strategies that combine system design improvements, workload control, and targeted personnel development to enhance reliability in high-risk aviation maintenance environments.</div></div>\",\"PeriodicalId\":54500,\"journal\":{\"name\":\"Reliability Engineering & System Safety\",\"volume\":\"273 \",\"pages\":\"Article 112337\"},\"PeriodicalIF\":11.0000,\"publicationDate\":\"2026-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Reliability Engineering & System Safety\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0951832026001535\",\"RegionNum\":1,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2026/1/31 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, INDUSTRIAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Reliability Engineering & System Safety","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0951832026001535","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/1/31 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"ENGINEERING, INDUSTRIAL","Score":null,"Total":0}
Understanding human error in military aviation maintenance: The role of Performance shaping factors, cognitive workload and error orientation
Human error remains a major source of reliability and safety risk in aviation maintenance, particularly in military operations where task complexity and operational pressure are unavoidable. Despite continued advancements in technical reliability, the mechanisms through which working conditions and cognitive demands translate into maintenance error, remain insufficiently understood. In particular, the combined influence of systemic factors, cognitive workload, and individual differences has received limited empirical attention. This study examines the effect of Performance Shaping Factors (PSFs) on human error in military aviation maintenance, considering cognitive workload as a mediating mechanism and Error Orientation (EO) as a moderating factor.
Survey data from 282 military aviation maintenance personnel were analyzed using structural equation modeling. The results show that adverse PSFs significantly increase both cognitive workload and the likelihood of maintenance error. Cognitive workload partially mediates this relationship, indicating that increased mental demand is a key pathway through which unfavorable system conditions degrade maintenance reliability. Error Orientation moderates both direct and indirect effects. Personnel with lower EO are more susceptible to workload-related error.
These findings extend human reliability analysis by explaining when and why maintenance errors are most likely to occur. The results support integrated safety management strategies that combine system design improvements, workload control, and targeted personnel development to enhance reliability in high-risk aviation maintenance environments.
期刊介绍:
Elsevier publishes Reliability Engineering & System Safety in association with the European Safety and Reliability Association and the Safety Engineering and Risk Analysis Division. The international journal is devoted to developing and applying methods to enhance the safety and reliability of complex technological systems, like nuclear power plants, chemical plants, hazardous waste facilities, space systems, offshore and maritime systems, transportation systems, constructed infrastructure, and manufacturing plants. The journal normally publishes only articles that involve the analysis of substantive problems related to the reliability of complex systems or present techniques and/or theoretical results that have a discernable relationship to the solution of such problems. An important aim is to balance academic material and practical applications.