{"title":"估计紧固件头下隐裂纹等效初始尺寸分布的贝叶斯方法","authors":"Youngchan Kim, Seonhwa Jung, Dooyoul Lee","doi":"10.1007/s10921-025-01169-x","DOIUrl":null,"url":null,"abstract":"<div><p>Inspection of aircraft structures usually requires the disassembly of structures. The intrusive nature of the disassembly process is a major cause of unreliability. Thus, inspection without disassembly is favored, but it causes decreased structural reliability due to increased uncertainties in crack size measurement. This paper proposes and validates a Bayesian method for estimating the initial size of cracks hidden by the fastener head. A shifted probability of detection method was used to provide a reasonable likelihood function for inspection with a fastener. Combined with Monte Carlo simulation and backpropagation, the initial size of the hidden crack was estimated. The resultant crack size distribution was applied to structural reliability analysis, and the result was compared with experimental results. The method yielded slightly conservative risk, but a reasonable inspection interval. The decreased uncertainty benefits the operator, who enjoys an increased inspection and maintenance schedule.</p></div>","PeriodicalId":655,"journal":{"name":"Journal of Nondestructive Evaluation","volume":"44 1","pages":""},"PeriodicalIF":2.6000,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Bayesian Method for Estimating Equivalent Initial Size Distribution of Hidden Crack Under Fastener Head\",\"authors\":\"Youngchan Kim, Seonhwa Jung, Dooyoul Lee\",\"doi\":\"10.1007/s10921-025-01169-x\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Inspection of aircraft structures usually requires the disassembly of structures. The intrusive nature of the disassembly process is a major cause of unreliability. Thus, inspection without disassembly is favored, but it causes decreased structural reliability due to increased uncertainties in crack size measurement. This paper proposes and validates a Bayesian method for estimating the initial size of cracks hidden by the fastener head. A shifted probability of detection method was used to provide a reasonable likelihood function for inspection with a fastener. Combined with Monte Carlo simulation and backpropagation, the initial size of the hidden crack was estimated. The resultant crack size distribution was applied to structural reliability analysis, and the result was compared with experimental results. The method yielded slightly conservative risk, but a reasonable inspection interval. The decreased uncertainty benefits the operator, who enjoys an increased inspection and maintenance schedule.</p></div>\",\"PeriodicalId\":655,\"journal\":{\"name\":\"Journal of Nondestructive Evaluation\",\"volume\":\"44 1\",\"pages\":\"\"},\"PeriodicalIF\":2.6000,\"publicationDate\":\"2025-03-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Nondestructive Evaluation\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://link.springer.com/article/10.1007/s10921-025-01169-x\",\"RegionNum\":3,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, CHARACTERIZATION & TESTING\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Nondestructive Evaluation","FirstCategoryId":"88","ListUrlMain":"https://link.springer.com/article/10.1007/s10921-025-01169-x","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, CHARACTERIZATION & TESTING","Score":null,"Total":0}
Bayesian Method for Estimating Equivalent Initial Size Distribution of Hidden Crack Under Fastener Head
Inspection of aircraft structures usually requires the disassembly of structures. The intrusive nature of the disassembly process is a major cause of unreliability. Thus, inspection without disassembly is favored, but it causes decreased structural reliability due to increased uncertainties in crack size measurement. This paper proposes and validates a Bayesian method for estimating the initial size of cracks hidden by the fastener head. A shifted probability of detection method was used to provide a reasonable likelihood function for inspection with a fastener. Combined with Monte Carlo simulation and backpropagation, the initial size of the hidden crack was estimated. The resultant crack size distribution was applied to structural reliability analysis, and the result was compared with experimental results. The method yielded slightly conservative risk, but a reasonable inspection interval. The decreased uncertainty benefits the operator, who enjoys an increased inspection and maintenance schedule.
期刊介绍:
Journal of Nondestructive Evaluation provides a forum for the broad range of scientific and engineering activities involved in developing a quantitative nondestructive evaluation (NDE) capability. This interdisciplinary journal publishes papers on the development of new equipment, analyses, and approaches to nondestructive measurements.