Engineering Fracture Mechanics最新文献

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Quantitative analysis of energy competition in deep coal rock outburst-rockburst compound dynamic disasters 深部煤岩爆-岩爆复合动力灾害能量竞争定量分析
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-26 DOI: 10.1016/j.engfracmech.2025.111256
Xin Zhang , Jupeng Tang , Yishan Pan , Lingran Ren , Lei Huang , Zhonghua Zhang
{"title":"Quantitative analysis of energy competition in deep coal rock outburst-rockburst compound dynamic disasters","authors":"Xin Zhang ,&nbsp;Jupeng Tang ,&nbsp;Yishan Pan ,&nbsp;Lingran Ren ,&nbsp;Lei Huang ,&nbsp;Zhonghua Zhang","doi":"10.1016/j.engfracmech.2025.111256","DOIUrl":"10.1016/j.engfracmech.2025.111256","url":null,"abstract":"<div><div>A novel experimental methodology was designed and true triaxial disaster-inducing tests with different simulation depths were conducted. The competition evolution mechanism of elastic energy and gas expansion energy during the disaster incubation has been explored. The results show that the types of compound dynamic disasters are primarily influenced by factors like stress, gas pressure and coal seam physical properties. As gas pressure varies, the gas expansion energy and elastic energy exhibit opposing evolutionary trends, leading to competitive accumulation between the two forms of energy. With increased relative outburst intensity, the crushing work increases while the average particle dimension decreases, leading to intensified coal pulverization and heightened destructiveness of outburst-rockburst events. The energy dissipation of the outburst-rockburst compound dynamic disaster is mainly attributed to the energy induced by the fracture and impact of the roof after outburst (58 %∼61 %), while that of the rockburst-outburst compound dynamic disaster is dominated by the crushing work (63 %∼70 %). Based on the energy conservation law, an energy criterion for outburst-rockburst compound dynamic disasters induced by instability of deep gas-bearing coal rock is established. By combining the proportions of coal rock release energy and gas release energy, the disaster-inducing transformation intervals are divided, and energy critical values are given.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111256"},"PeriodicalIF":4.7,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144168500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental investigation of static and dynamic compressive behavior of carbon fiber reinforced concrete at elevated temperatures 高温下碳纤维增强混凝土静、动态压缩性能试验研究
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-26 DOI: 10.1016/j.engfracmech.2025.111275
Zichen Wang , Liang Li , Jun Wu , Xiuli Du , Hongwei Wang , Gang Du
{"title":"Experimental investigation of static and dynamic compressive behavior of carbon fiber reinforced concrete at elevated temperatures","authors":"Zichen Wang ,&nbsp;Liang Li ,&nbsp;Jun Wu ,&nbsp;Xiuli Du ,&nbsp;Hongwei Wang ,&nbsp;Gang Du","doi":"10.1016/j.engfracmech.2025.111275","DOIUrl":"10.1016/j.engfracmech.2025.111275","url":null,"abstract":"<div><div>This study investigates the static and dynamic compressive performance of carbon fiber reinforced concrete (CFRC) from 200 °C to 800 °C, enhancing the understanding of its behavior under coupled conditions of elevated temperatures and impact loading. The effects of strain rate, temperature, fiber volume fraction, and matrix strength on the mechanical properties of CFRC were systematically analyzed using a split Hopkinson pressure bar (SHPB). Results indicate that strain rate has a pronounced strengthening effect on dynamic properties. While carbon fibers have a limited impact on compressive strength, they significantly reduce specimen damage under high temperatures and dynamic loading.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111275"},"PeriodicalIF":4.7,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144148028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical simulation of proppant transport in dynamic fracture networks using Eulerian-Eulerian method 基于欧拉-欧拉方法的动态裂缝网络支撑剂运移数值模拟
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-23 DOI: 10.1016/j.engfracmech.2025.111264
Changxin Yang , Cheng Ma , Zhaozhong Yang , Hehua Wang , Jianhua Qu , Liangping Yi , Duo Yi , Yang Li
{"title":"Numerical simulation of proppant transport in dynamic fracture networks using Eulerian-Eulerian method","authors":"Changxin Yang ,&nbsp;Cheng Ma ,&nbsp;Zhaozhong Yang ,&nbsp;Hehua Wang ,&nbsp;Jianhua Qu ,&nbsp;Liangping Yi ,&nbsp;Duo Yi ,&nbsp;Yang Li","doi":"10.1016/j.engfracmech.2025.111264","DOIUrl":"10.1016/j.engfracmech.2025.111264","url":null,"abstract":"<div><div>The effectiveness of hydraulic fracturing is largely determined by the fracture propagation and proppant transport, while the numerical simulation of proppant transport in dynamic hydraulic fracture (HF) is a critical yet challenging computational problem. Based on the displacement discontinuity method (DDM) and finite volume method (FVM), an integrated hydraulic fracturing simulator is established by coupling a non-planer three-dimensional fracture propagation model with a Eulerian-Eulerian proppant transport model. The embedded discrete fracture model (EDFM) is adopted to describe the fluid flow between fracture and matrix. The fluid–solid coupling equations for fracture deformation and fluid flow are derived, and the one-way coupling strategy is employed to model the proppant transport in dynamic fracture networks. To avoid the problem of numerical oscillations, the high-order spatial and temporal discretization schemes are introduced. The fracture propagation and proppant transport models are validated by analytical solutions and published numerical results. Compared with the low-order discretization strategy, a more precise prediction of proppant distribution in dynamic HF can be obtained with high-order discretization schemes. Based on the established model, the parametric sensitivity analysis is conducted to investigate the intricate interaction between proppant transport and complex fracture propagation. The results show that the accumulation and bridging of proppant can promote the full opening of natural fracture (NF) during hydraulic fracturing. Increasing the proppant particle size and decreasing the injection rate, despite being detrimental to proppant transport efficiency, are instrumental in the formation of a stable temporary plugging zone. Moreover, the characteristics of fluid pressure reflect the formation process of temporary plugging zones and the propagation patterns of HF. A higher fracture propagation pressure signifies the successful establishment of the temporary plugging zone, which facilitates the creation of complex fracture networks during hydraulic fracturing.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111264"},"PeriodicalIF":4.7,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144134336","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced toughening in biocomposites by pinning and bridging effects 通过固定和桥接效应增强生物复合材料的增韧
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-23 DOI: 10.1016/j.engfracmech.2025.111274
Ji-Tong Wu, Gan-Yun Huang, Liao-Liang Ke
{"title":"Enhanced toughening in biocomposites by pinning and bridging effects","authors":"Ji-Tong Wu,&nbsp;Gan-Yun Huang,&nbsp;Liao-Liang Ke","doi":"10.1016/j.engfracmech.2025.111274","DOIUrl":"10.1016/j.engfracmech.2025.111274","url":null,"abstract":"<div><div>The excellent mechanical properties of ‘brick-and-mortar’ structure biological materials such as shells, bones, horns have attracted a plenty of theoretical and numerical works to reveal the toughening mechanisms involved. In this work, a mechanical model has been established by taking into account the effects of both bridging and pinning under plane strain deformation. The toughening ratio has been calculated and compared with that with mere bridging effect, which demonstrates that pinning effect makes an enhanced contribution to the toughness of biocomposites. The effect of interfacial shear strength on pinning effect has also been discussed. The obtained results are expected to provide more insights into the toughening mechanisms and the bionic toughening designs.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111274"},"PeriodicalIF":4.7,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144138699","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental study on the mixed mode I-II fracture characteristics of dynamic ice 动冰I-II混合模式断裂特性试验研究
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-23 DOI: 10.1016/j.engfracmech.2025.111272
Fengfei He , Xian Yi , Xingshi Gu , Binrui Wu , Mao Zhou , Ke Li , Yongjie Huang , Shiming Dong
{"title":"Experimental study on the mixed mode I-II fracture characteristics of dynamic ice","authors":"Fengfei He ,&nbsp;Xian Yi ,&nbsp;Xingshi Gu ,&nbsp;Binrui Wu ,&nbsp;Mao Zhou ,&nbsp;Ke Li ,&nbsp;Yongjie Huang ,&nbsp;Shiming Dong","doi":"10.1016/j.engfracmech.2025.111272","DOIUrl":"10.1016/j.engfracmech.2025.111272","url":null,"abstract":"<div><div>The fracture and shedding of dynamic ice during flight is the main factor threatening flight safety. Clarifying the fracture mechanism of dynamic ice is of great significance for guiding the practice of aircraft icing protection engineering. Based on the linear elastic fracture theory, this paper combined icing wind tunnel tests with central cracked Brazilian disc (CCBD) tests to carry out the pure mode I, pure mode II and mixed mode I-II fracture tests of dynamic ice at different icing ambient temperatures <em>T</em>. The displacement and strain field evolution on the specimen surface during loading was monitored by digital image correlation (DIC) method, and the test results were more deeply understood from a theoretical perspective. Finally, combining the micro-characteristics of dynamic ice such as its pore structure and crystal structure, the connection between the macroscopic fracture mechanical properties and the microscopic scale was discussed, revealing the fracture mechanism of dynamic ice. The research results show that within the temperature range of −5 ℃ to −15 ℃, the pure mode I fracture toughness of the dynamic ice is in the range of 81.181–129.675 KPa·m<sup>0.5</sup>, while the pure mode II fracture toughness is in the range of 110.802–189.565 KPa·m<sup>0.5</sup>. Under various loading modes, as the <em>T</em> decreases from −5 °C to −15 °C, both the failure load and fracture toughness of dynamic ice exhibit a trend of first increasing and then decreasing, with the maximum values observed at −10 °C. It can be concluded that the decrease in failure load and fracture toughness of dynamic ice at −12.5 ℃ and −15 ℃ is mainly affected by internal pore defects, while the weakening of failure load and fracture toughness at −5 ℃ and −7.5 ℃ may be due to the combined action of the grain boundary weakening effect and the micro-interfaces formed during the freezing process.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111272"},"PeriodicalIF":4.7,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144138691","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ultra-high cycle fatigue life prediction of titanium alloy with small sample size based on the PSO-BP model 基于PSO-BP模型的小样本钛合金超高周疲劳寿命预测
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-23 DOI: 10.1016/j.engfracmech.2025.111271
Lijia Li , Rensong Zhang , Jiucheng Zhao , Farouk Mohammad Omar
{"title":"Ultra-high cycle fatigue life prediction of titanium alloy with small sample size based on the PSO-BP model","authors":"Lijia Li ,&nbsp;Rensong Zhang ,&nbsp;Jiucheng Zhao ,&nbsp;Farouk Mohammad Omar","doi":"10.1016/j.engfracmech.2025.111271","DOIUrl":"10.1016/j.engfracmech.2025.111271","url":null,"abstract":"<div><div>Accurate prediction of the ultra-high cycle fatigue (UHCF) life of titanium alloys is essential for the design of safe and reliable aero-engine critical components. Few machine learning models have been utilized in ultra-high cycle fatigue prediction because the methods have limitations in dealing with data sparsity and overfitting issues. The current work aims to overcome the sparsity of the UHCF experimental data and to propose a simple and non-redundant ML prediction model. The size of the dataset is extended by the Gaussian Mixture Model (GMM), and an improved ML method is presented to analyze the synergistic effects of elastic modulus, tensile strength, yield strength, specimen size, and stress amplitude on titanium alloy. Compared with traditional machine learning methods, the model predicts fatigue life with significantly improved accuracy and stability. With sufficiently large amounts of data, the model achieves higher accuracy (<em>R</em><sup>2</sup> = 89.9 %) and smaller prediction fluctuations (<em>S</em><sub><em>e</em></sub> = 0.0494), which is 4.93 % higher and 4.63 % lower, respectively, compared with the BP neural network that is much better in prediction. This study has important application value for the prediction of ultra-high cycle fatigue life of titanium alloy materials in aeronautical engines.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111271"},"PeriodicalIF":4.7,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144138778","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Research on low-velocity impact resistance of double-layer M-shaped GFRP foldcore sandwich structure 双层m型玻璃钢折叠芯夹层结构抗低速冲击性能研究
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-23 DOI: 10.1016/j.engfracmech.2025.111261
Yunfei Deng, Xiangjie Li, Jing Hu, Yimei Zheng
{"title":"Research on low-velocity impact resistance of double-layer M-shaped GFRP foldcore sandwich structure","authors":"Yunfei Deng,&nbsp;Xiangjie Li,&nbsp;Jing Hu,&nbsp;Yimei Zheng","doi":"10.1016/j.engfracmech.2025.111261","DOIUrl":"10.1016/j.engfracmech.2025.111261","url":null,"abstract":"<div><div>In this paper, the double-layer M-shaped GFRP foldcore sandwich structure was prepared by the hot pressing method. Subsequently, low-velocity impact experiments were carried out on the node and base positions of the structure using two different shapes of impactors. The experimental results show a difference in the dynamic response of the two positions after impact. At the node position, the upper foldcore has a higher capacity to resist the impact load. While at the base position, the impact load is mainly carried by the lower foldcore. The difference in energy absorption between the two impact positions is small when the sandwich structure is penetrated. The research results of this paper provide a reference for reducing the difference in impact resistance between the node position and the base position.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111261"},"PeriodicalIF":4.7,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144131162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical and experimental study on the fracture and detachment of ice under electro-impulse load 电脉冲载荷作用下冰的断裂与脱离的数值与实验研究
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-22 DOI: 10.1016/j.engfracmech.2025.111260
Xianlei Guan , Xian Yi , Qinglin Liu , Ningli Chen , Jiaqi Duan
{"title":"Numerical and experimental study on the fracture and detachment of ice under electro-impulse load","authors":"Xianlei Guan ,&nbsp;Xian Yi ,&nbsp;Qinglin Liu ,&nbsp;Ningli Chen ,&nbsp;Jiaqi Duan","doi":"10.1016/j.engfracmech.2025.111260","DOIUrl":"10.1016/j.engfracmech.2025.111260","url":null,"abstract":"<div><div>Analyzing the fracture and detachment of ice under electro-impulse loads is of great significance for optimizing the load in electro-impulse de-icing (EIDI) systems. A bond-based peridynamics (BB PD) model of ice-aluminum plate is established to investigate the fracture behaviors of ice under different loads. Both ice and aluminum plate were discretized into uniformly distributed particles, and short-range repulsive forces were introduced to prevent particle penetration. A critical relationship between the interface bond stretch and the ice bond stretch are established through an interface adhesive strength constant. Experiments based on an in-house EIDI system were performed to observe de-icing process. A high-speed camera (50000fps) is used to capture the generation and propagation of ice cracks. Additionally, the ratio of ice detachment area is obtained by observing the brightness variation through the color of the ice bottom surface. Experimental results serve as the basis for selecting appropriate values for interface adhesive strength constants and critical bond stretch of ice bonds, which are then applied to numerical simulations. Mechanisms of generation and propagation of initial crack, radial crack and circumferential crack are discussed. Through both simulation and experiments, it is discovered that radial cracks followed by circumferential cracks appears centered at the location of impulse load. Ice detachment occurred along the radial cracks and extended toward the center of the ice fragment. When the load is sufficiently small, detachment still emerges even without crack generation. The results demonstrate that similar ice fracture and detachment process with respect to experiments can be predicted by the peridynamic model, which could serve as a new efficient method for the design and analysis of EIDI systems.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111260"},"PeriodicalIF":4.7,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144168928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Phase field modelling of interlaminar failure in composites using Reddy’s higher-order shear deformation theory 基于Reddy高阶剪切变形理论的复合材料层间破坏相场模拟
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-22 DOI: 10.1016/j.engfracmech.2025.111258
Tong Wang , Xiaofei Hu , Qilin Jin , Weian Yao
{"title":"Phase field modelling of interlaminar failure in composites using Reddy’s higher-order shear deformation theory","authors":"Tong Wang ,&nbsp;Xiaofei Hu ,&nbsp;Qilin Jin ,&nbsp;Weian Yao","doi":"10.1016/j.engfracmech.2025.111258","DOIUrl":"10.1016/j.engfracmech.2025.111258","url":null,"abstract":"<div><div>Delamination in fiber-reinforced composites has been a subject of extensive research since many years ago, and the interlaminar failure analysis of composite laminates employing the phase field method often encounters challenges in the flexibility to handle complex multilayer structures. This leads to exceptionally high computational costs, particularly in large-scale problems. To address this, a new phase field method is proposed in this paper that, through the introduction of Reddy’s higher-order shear deformation theory into the phase field model, facilitates efficient fracture analysis by reducing three-dimensional problems into two dimensions. This innovation considerably enhances computational efficiency while retaining an engineering-acceptable level of accuracy, as illustrated by three examples. The proposed phase field method promises to be of tremendous generic use and provides a scalable and efficient alternative to the analysis of inter-laminar failure of composite laminates based on the phase field method.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111258"},"PeriodicalIF":4.7,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144168929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Creep deformation and continuous damage mechanics parameters prediction based on a meta-learning framework 基于元学习框架的蠕变变形和连续损伤力学参数预测
IF 4.7 2区 工程技术
Engineering Fracture Mechanics Pub Date : 2025-05-22 DOI: 10.1016/j.engfracmech.2025.111232
Song Wu , Yawei Ding , Dongxu Zhang
{"title":"Creep deformation and continuous damage mechanics parameters prediction based on a meta-learning framework","authors":"Song Wu ,&nbsp;Yawei Ding ,&nbsp;Dongxu Zhang","doi":"10.1016/j.engfracmech.2025.111232","DOIUrl":"10.1016/j.engfracmech.2025.111232","url":null,"abstract":"<div><div>The increasing operational temperatures in aerospace applications present significant challenges in predicting the long-term creep behavior of high-temperature alloys. Accurate prediction of creep deformation is crucial for ensuring the reliability and safety of engine components. This study proposes a novel continuous damage mechanics (CDM) parameter prediction framework for accurately predicting the long-term creep deformation of superalloys. The framework combines a fully connected neural network (FCNN) and a long short-term memory network (LSTM) to predict long-term creep performance by learning from short-term creep data. The key innovations of this research include the development of a <em>meta</em>-learning framework based on FCNN weight parameter evolution, the proposal of a hybrid loss function that combines mean square error (MSE) and total variation (TV) regularization, and the verification of the method’s effectiveness through multiple case studies. The experimental results show that the framework can accurately predict the creep deformation of various high-temperature alloys at different temperatures and stresses based on short-term creep data. The method can extrapolate the creep deformation to 2–5 times the short-term creep data, and compared with the traditional Larson-Miller method, it can control the life prediction error within ± 10 %, which shows excellent prediction performance. At the same time, it can be fitted to obtain the creep curve under the corresponding conditions, and the fitting accuracy is within 10 % of the time error.</div></div>","PeriodicalId":11576,"journal":{"name":"Engineering Fracture Mechanics","volume":"324 ","pages":"Article 111232"},"PeriodicalIF":4.7,"publicationDate":"2025-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144123340","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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