Shuancheng Wang , Shuwei Zhou , Bing Yang , Shoune Xiao , Guangwu Yang , Tao Zhu
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Combining domain knowledge and symbolic regression (SR) methods, an angle factor was proposed for constructing correlation functions between Δ<em>K</em><sub>I</sub> and Δ<em>K</em><sub>P-R</sub>. The results showed that the loading angle (<em>α</em>) only affects the initial projection of the load parallel and perpendicular to the fatigue crack growth (FCG) direction. Compared with the geometric correction factor, the correlation function acquired by the angle factor constructed by the SR method has higher accuracy, and the balance parameters (SCORE) obtained by the former are significantly higher than those obtained by the latter under the same function complexity. The SR verification results demonstrated that constructing mode I and I-II correlation functions with angle factors has a good predictive effect.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"312 ","pages":"Article 110641"},"PeriodicalIF":4.7000,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Effective stress intensity factor range for fatigue cracks propagating in mixed mode I-II loading\",\"authors\":\"Shuancheng Wang , Shuwei Zhou , Bing Yang , Shoune Xiao , Guangwu Yang , Tao Zhu\",\"doi\":\"10.1016/j.engfracmech.2024.110641\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The actual service axles are often subjected to mixed-mode loading, and predicting the mixed-mode I-II crack propagation behaviour using the mode I effective stress intensity factor (Δ<em>K</em><sub>I</sub>) differs from the real service conditions. To effectively predict the fatigue crack propagation behaviour of actual service structures, the I-II stress intensity factor range (Δ<em>K</em><sub>P-R</sub>) considering two closure effects was adopted to describe the fatigue crack propagation under mixed mode loading. A test database was established based on monitoring data of mode I and mixed-mode I-II (30/45/60°) crack propagation tests under different stress ratios. Combining domain knowledge and symbolic regression (SR) methods, an angle factor was proposed for constructing correlation functions between Δ<em>K</em><sub>I</sub> and Δ<em>K</em><sub>P-R</sub>. The results showed that the loading angle (<em>α</em>) only affects the initial projection of the load parallel and perpendicular to the fatigue crack growth (FCG) direction. Compared with the geometric correction factor, the correlation function acquired by the angle factor constructed by the SR method has higher accuracy, and the balance parameters (SCORE) obtained by the former are significantly higher than those obtained by the latter under the same function complexity. The SR verification results demonstrated that constructing mode I and I-II correlation functions with angle factors has a good predictive effect.</div></div>\",\"PeriodicalId\":11576,\"journal\":{\"name\":\"Engineering Fracture Mechanics\",\"volume\":\"312 \",\"pages\":\"Article 110641\"},\"PeriodicalIF\":4.7000,\"publicationDate\":\"2024-11-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Engineering Fracture Mechanics\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S001379442400804X\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MECHANICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Engineering Fracture Mechanics","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S001379442400804X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MECHANICS","Score":null,"Total":0}
引用次数: 0
摘要
实际使用的车轴通常承受混合模式加载,使用模式 I 有效应力强度因子 (ΔKI) 预测混合模式 I-II 裂纹扩展行为与实际使用条件存在差异。为有效预测实际使用结构的疲劳裂纹扩展行为,采用考虑两种闭合效应的 I-II 应力强度因子范围 (ΔKP-R) 来描述混合模式加载下的疲劳裂纹扩展。根据不同应力比下模式 I 和混合模式 I-II(30/45/60°)裂纹扩展试验的监测数据,建立了一个试验数据库。结合领域知识和符号回归 (SR) 方法,提出了一个角度因子,用于构建 ΔKI 和 ΔKP-R 之间的相关函数。结果表明,加载角度(α)只影响荷载平行于疲劳裂纹生长(FCG)方向和垂直于疲劳裂纹生长(FCG)方向的初始投影。与几何修正系数相比,用 SR 方法构建的角度系数获得的相关函数具有更高的精度,在相同函数复杂度下,前者获得的平衡参数(SCORE)明显高于后者。SR 验证结果表明,用角度因子构建模式 I 和 I-II 关联函数具有良好的预测效果。
Effective stress intensity factor range for fatigue cracks propagating in mixed mode I-II loading
The actual service axles are often subjected to mixed-mode loading, and predicting the mixed-mode I-II crack propagation behaviour using the mode I effective stress intensity factor (ΔKI) differs from the real service conditions. To effectively predict the fatigue crack propagation behaviour of actual service structures, the I-II stress intensity factor range (ΔKP-R) considering two closure effects was adopted to describe the fatigue crack propagation under mixed mode loading. A test database was established based on monitoring data of mode I and mixed-mode I-II (30/45/60°) crack propagation tests under different stress ratios. Combining domain knowledge and symbolic regression (SR) methods, an angle factor was proposed for constructing correlation functions between ΔKI and ΔKP-R. The results showed that the loading angle (α) only affects the initial projection of the load parallel and perpendicular to the fatigue crack growth (FCG) direction. Compared with the geometric correction factor, the correlation function acquired by the angle factor constructed by the SR method has higher accuracy, and the balance parameters (SCORE) obtained by the former are significantly higher than those obtained by the latter under the same function complexity. The SR verification results demonstrated that constructing mode I and I-II correlation functions with angle factors has a good predictive effect.
期刊介绍:
EFM covers a broad range of topics in fracture mechanics to be of interest and use to both researchers and practitioners. Contributions are welcome which address the fracture behavior of conventional engineering material systems as well as newly emerging material systems. Contributions on developments in the areas of mechanics and materials science strongly related to fracture mechanics are also welcome. Papers on fatigue are welcome if they treat the fatigue process using the methods of fracture mechanics.