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Fatigue crack growth under mixed mode I + II loading conditions of ultra-fine bainitic steel designed for railway applications 铁路用超细贝氏体钢I + II混合模式加载条件下疲劳裂纹扩展
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-04 DOI: 10.1016/j.engfracmech.2025.111831
Szymon Dziuba , Aleksandra Królicka , Michał Smolnicki , Grzegorz Lesiuk , Dariusz Rozumek , Roman Kuziak
The present study investigates the fatigue crack growth behavior of ultra-fine bainitic steel under mixed-mode (I + II) loading conditions, relevant to the complex stress states occurring in railway track service. Experimental tests were performed using Compact Tension Shear (CTS) specimens loaded at angles of 30°, 45°, and 60°, enabling controlled combinations of tensile and shear stresses. The fatigue crack growth rate (FCGR) was analyzed and correlated with the equivalent stress intensity factor (ΔKeq) calculated according to Tanaka’s criterion. Complementary finite element method (FEM) simulations were employed to determine local fracture parameters, including KI, KII, T-stress, and J-integral values, and to model the evolution of crack paths. The experimental results demonstrated that with an increasing contribution of Mode II, the crack propagation angle (ψ0) increased, while the specimen lifetime showed a non-linear dependence on load angle. Fractographic analysis revealed a transition from predominantly transgranular fracture at lower angles toward a higher fraction of intergranular and quasi-cleavage fracture at higher angles. The proposed experimental–numerical approach provides a consistent framework for describing mixed-mode fatigue behavior and for constructing generalized FCGR diagrams. The results contribute to improving the predictive capability of fatigue life models for advanced bainitic steels applied in railway infrastructure.
针对铁路轨道运行过程中出现的复杂应力状态,研究了超细贝氏体钢在混合模式(I + II)加载条件下的疲劳裂纹扩展行为。实验测试采用紧凑拉伸剪切(CTS)试样,加载角度分别为30°、45°和60°,可控制拉伸和剪切应力的组合。对疲劳裂纹扩展速率(FCGR)进行了分析,并与根据Tanaka准则计算的等效应力强度因子(ΔKeq)进行了关联。采用互补有限元法(FEM)模拟确定局部断裂参数,包括KI、KII、t应力和j积分值,并模拟裂纹路径的演化。实验结果表明,随着模态II的贡献增大,裂纹扩展角(ψ0)增大,试件寿命与加载角呈非线性关系。断口分析显示,在较低角度下,断口以穿晶为主,在较高角度下,断口以沿晶和准解理为主。所提出的实验-数值方法为描述混合模态疲劳行为和构建广义FCGR图提供了一致的框架。研究结果有助于提高铁路基础设施用先进贝氏体钢疲劳寿命模型的预测能力。
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引用次数: 0
A regularized phase-field model for dynamic fracture in bi-material structures: Influence of interface and geometric characteristics 双材料结构动态断裂的正则相场模型:界面和几何特性的影响
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-03 DOI: 10.1016/j.engfracmech.2025.111832
Krishnendu Sivadas , Amol Vuppuluri , Chandu Parimi , Raghu Piska , Hirshikesh
In this work, we employed a phase field fracture model for understanding the crack-interface interactions in the presence of material heterogeneities under dynamic loading. The crack-interface interaction is explored for the system with a sharp interface (zero thickness) as well as a regularized interface (finite thickness) having tan-hyperbolic regularization. The interface is regularized in order to capture the realistic condition across the interface. Within this framework, the length-scale parameters of the bulk material s and the interface i are not treated independently. Instead, they are expressed in terms of a tuning parameter called the diffusivity parameter k, as a length-scale diffusivity ratio s/k. This enables optimization of the length-scale, balancing accuracy and computational efficiency while maintaining the physical relevance. Moreover, the existing numerical complexity in capturing interface mechanics, the need for conforming interface, and homogenization methods are no longer required, making the implementation straightforward. Crack propagation, branching/penetration, and crack arrest are readily simulated, highlighting the capability of the model to reproduce the complex dynamic fracture mechanisms. The comparison with sharp interface results confirms the accuracy of predictions. The in-depth fracture studies are carried out by considering different fracture toughness ratios between the constituent materials, varying the nature, location of the interfaces, and the inclination of the interface as well. All these factors have found to play a vital role in governing the dynamic fracture characteristics.
在这项工作中,我们采用相场断裂模型来理解在动态加载下材料非均质存在时裂纹-界面的相互作用。研究了具有尖锐界面(零厚度)和具有棕双曲正则化的正则界面(有限厚度)系统的裂纹-界面相互作用。为了捕获跨接口的真实情况,对接口进行了正则化。在此框架内,块体材料的长度尺度参数和界面的长度尺度参数并不是单独处理的。相反,它们是用一个叫做扩散系数参数k的调节参数来表示的,作为长度尺度的扩散系数比(s/k)。这使得长度尺度的优化,平衡精度和计算效率,同时保持物理相关性。此外,不再需要现有的捕获界面力学的数值复杂性,对一致性接口的需求以及均质化方法,使实现变得简单。该模型可以很容易地模拟裂纹扩展、分支/渗透和裂纹止裂,突出了该模型重现复杂动态断裂机制的能力。与锐界面结果的比较证实了预测的准确性。考虑不同组成材料之间的断裂韧性比,改变界面的性质、界面的位置和界面的倾角,进行了深入的断裂研究。这些因素对动态断裂特性的控制起着至关重要的作用。
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引用次数: 0
Multi-crack competition induced by differential sintering in strain-tolerant thermal barrier coatings 耐热热障涂层中差异烧结引起的多裂纹竞争
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-02 DOI: 10.1016/j.engfracmech.2025.111837
Bowen Lv , Dingjun Li , Jie Mao , Chunming Deng , Changguang Deng , Min Liu , Kesong Zhou
Strain-tolerant thermal barrier coatings achieve superior thermal shock resistance by incorporating ceramic top coats with vertically cracked, segmented or columnar structures. In hydrogen-fueled gas turbines, the elevated operating temperatures intensify the sintering process, rendering the interactions among multiple cracks in these complex architectures particularly pronounced but still insufficiently understood. In this work, mechanisms underlying multi-crack competition driven by differential sintering were investigated through a combined experimental–numerical approach. Experimental characterization under both uniform/nonuniform temperature fields was conducted to capture sintering-induced structural and mechanical evolution. Based on these findings, a temperature-dependent constitutive model was developed within a variational principle framework and implemented in finite element simulations for fracture analyses. The model predictions were validated by thermal shock and sintering experiments under various thermomechanical boundary conditions. The results show that enhanced interfacial strength and differential sintering promote branching crack propagation in different regions of the ceramic top coat. Although interfacial delamination remains the dominant fracture mode, this failure mechanism can be mitigated through controlled interfacial strengthening and sintering gradients. A three-dimensional fracture mechanism map is further proposed to elucidate the relationships among sintering behavior, crack competition, and fracture modes in strain-tolerant ceramic coatings.
耐应变热障涂层通过结合具有垂直裂纹、分段或柱状结构的陶瓷面涂层来实现卓越的抗热震性。在氢燃料燃气轮机中,升高的工作温度加剧了烧结过程,使得这些复杂结构中多个裂缝之间的相互作用特别明显,但仍然没有充分了解。在这项工作中,通过结合实验-数值方法研究了由差异烧结驱动的多裂纹竞争机制。在均匀和非均匀温度场下进行了实验表征,以捕捉烧结引起的结构和力学演化。基于这些发现,在变分原理框架内建立了温度相关的本构模型,并将其应用于断裂分析的有限元模拟中。在不同的热力学边界条件下进行了热冲击和烧结实验,验证了模型的预测。结果表明,界面强度的增强和差异烧结促进了陶瓷面涂层不同区域的分支裂纹扩展。虽然界面分层仍然是主要的断裂模式,但这种破坏机制可以通过控制界面强化和烧结梯度来缓解。进一步提出了三维断裂机理图,以阐明耐应变陶瓷涂层的烧结行为、裂纹竞争和断裂模式之间的关系。
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引用次数: 0
Finite element modelling of cracking behaviour of reinforced concrete tensile members using a phase field approach 用相场法模拟钢筋混凝土受拉构件的开裂行为
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-02 DOI: 10.1016/j.engfracmech.2025.111835
Mario D. Barahona, Laura Carreras, Cristina Barris
Modelling the cracking behaviour of reinforced concrete (RC) elements remains a major challenge due to the inherent heterogeneity of concrete and the complex interaction with steel reinforcement. Existing finite element (FE) approaches are restricted to simplified 2D representations, depend on predefined crack paths, or do not incorporate the material heterogeneity of RC in three dimensions. This study presents a 3D FE framework in Abaqus to model the cracking behaviour of RC tie elements, combining a phase field formulation with stochastic random fields (RF) to represent spatial variability in tensile strength and fracture toughness. Parametric studies demonstrate the influence of key modelling parameters, including the phase field length scale, solution scheme, and correlation length of the RF. The numerical results are validated against experimental data from RC tie tests in the literature, and demonstrate good agreement in the global load–displacement response and localised crack patterns. The study shows that the proposed approach is a robust predictive tool able to capture the uncertainty arising from local material heterogeneity, and can simulate diverse crack initiation and propagation scenarios in RC.
由于混凝土固有的非均质性和与钢筋的复杂相互作用,钢筋混凝土(RC)构件的开裂行为建模仍然是一个主要挑战。现有的有限元(FE)方法仅限于简化的二维表示,依赖于预定义的裂纹路径,或者没有在三维中纳入RC的材料非均质性。本研究在Abaqus中提出了一个三维有限元框架来模拟RC连接单元的开裂行为,结合相场公式和随机随机场(RF)来表示拉伸强度和断裂韧性的空间变异性。参数化研究证明了关键建模参数的影响,包括相场长度尺度、求解方案和射频的相关长度。数值结果与文献中的钢筋混凝土拉杆试验数据进行了验证,并证明了整体荷载-位移响应和局部裂缝模式的良好一致性。研究表明,该方法是一种鲁棒的预测工具,能够捕捉由局部材料非均质性引起的不确定性,并能模拟RC中不同的裂纹萌生和扩展场景。
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引用次数: 0
Ductile fracture prediction for flow forming of Inconel 718 with experimental validation and finite element simulations 基于实验验证和有限元模拟的Inconel 718流动成形韧性断裂预测
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-02 DOI: 10.1016/j.engfracmech.2025.111787
Hande Vural , Tevfik Ozan Fenercioğlu , Tuncay Yalçinkaya
Flow forming is an advanced metal forming technique that allows the production of thin-walled, axisymmetric components with high dimensional accuracy and mechanical integrity. However, because preforms are subjected to complex stress states and intense plastic deformation during forming, geometric distortions and ductile fractures can occur, especially at high reduction ratios. This study provides a detailed analysis of widely used uncoupled ductile damage models for predicting fracture behavior during the flow forming of Inconel 718 alloy. Fifteen damage criteria, including both single- and multi-parameter damage models, are calibrated using tensile tests for four different geometries representing varying stress states. The models are implemented using a user-defined subroutine (VUSDFLD) in Abaqus/Explicit. The calibrated models are applied to both tensile tests and the flow forming process, with the results validated against experimental data. The findings indicate that the Ayada model provides more accurate damage predictions across all reduction ratios compared to other models, making it particularly suitable for the flow forming process. Furthermore, the influence of process parameters such as feed rate, revolution speed, feed ratio, and roller offset on formability and fracture initiation is investigated. The results underscore the crucial importance of selecting suitable process parameters and optimizing the forming process.
流动成形是一种先进的金属成形技术,可以生产薄壁轴对称部件,具有高尺寸精度和机械完整性。然而,由于预制件在成形过程中受到复杂的应力状态和强烈的塑性变形,特别是在高还原比下,可能会发生几何变形和韧性断裂。本文对用于预测Inconel 718合金流动成形过程中断裂行为的非耦合韧性损伤模型进行了详细分析。15种损伤标准,包括单参数和多参数损伤模型,使用代表不同应力状态的四种不同几何形状的拉伸测试进行校准。这些模型是使用Abaqus/Explicit中的用户定义子例程(vusdld)实现的。将校正后的模型应用于拉伸试验和流动成形过程,并与实验数据进行了对比验证。研究结果表明,与其他模型相比,Ayada模型在所有减速比下都能提供更准确的损伤预测,使其特别适用于流动成形过程。进一步研究了进给速率、转速、进给比、辊距等工艺参数对成形性能和起裂性能的影响。结果表明,选择合适的工艺参数和优化成形工艺至关重要。
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引用次数: 0
Energy-based coupling law and lifetime bounds for nonlinear fatigue of viscoplastic joints under thermo-vibrational loading 热振动载荷下粘塑性节点非线性疲劳的能量耦合规律及寿命界
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-01-01 DOI: 10.1016/j.engfracmech.2025.111838
Yaohui Deng , Peisheng Liu , Zhao Zhang , Jiajie Jin , Feiyu Qiang
A unified energy-based framework is developed to predict fatigue life and interpret damage evolution in viscoplastic joints under combined thermal cycling and broadband random vibration. The methodology integrates the Anand constitutive model for nonlinear time-dependent deformation, Darveaux’s strain energy density method for low-cycle thermal fatigue, and a Basquin-type strain life relation for vibration-induced high-cycle fatigue. Using strain energy density as a physically grounded surrogate for the fracture driving force, we propose a coupling law with an explicit interaction term that links thermal and vibrational damage channels. We further derive an analytical lifetime bound showing that the coupled lifetime is upper-bounded by the harmonic mean of the single-mode lives. Dimensionless similarity groups are introduced to generalize the predictions across materials and geometries and to support rapid design screening. Finite-element case studies on micro-interconnects demonstrate nonlinear degradation under coupled loading. The predicted hot-spot locations qualitatively follow experimentally reported corner-joint and upper-interface initiation trends. The proposed framework provides quantitative life estimation, spatial localization of fracture-prone regions without explicit crack tracking, and mechanism-informed design guidance for layered structures containing viscoplastic interfaces in thermo-vibrational environments.
建立了热循环与宽带随机振动联合作用下粘塑性节点疲劳寿命预测和损伤演化的统一能量框架。该方法集成了求解非线性时变变形的Anand本构模型、求解低周热疲劳的Darveaux应变能密度法和求解振动诱发高周疲劳的basquin型应变寿命关系。我们使用应变能密度作为断裂驱动力的物理依据,提出了一个耦合定律,其中包含一个明确的相互作用项,将热损伤通道和振动损伤通道联系起来。我们进一步推导出一个解析寿命界,表明耦合寿命是由单模寿命的谐波平均值上界的。引入无量纲相似性组来推广跨材料和几何形状的预测,并支持快速设计筛选。微互连的有限元实例研究证明了耦合载荷作用下的非线性退化。预测的热点位置定性地遵循了实验报道的角接头和上界面起爆趋势。所提出的框架提供了定量的寿命估计,易断裂区域的空间定位,而没有明确的裂纹跟踪,以及热振动环境中含有粘塑性界面的层状结构的机制信息设计指导。
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引用次数: 0
Fracture Mechanics in Smoothed Particle Hydrodynamics: An algorithm to calculate the J-Integral 光滑颗粒流体力学中的断裂力学:一种计算j积分的算法
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2025-12-31 DOI: 10.1016/j.engfracmech.2025.111833
Tom De Vuyst , Rade Vignjevic , Nenad Djordjevic , Marius Gintalas , Kevin Hughes
<div><div>The stress intensity factors or strain energy release rate are typically used to characterise the stress field in the vicinity of a crack in fracture mechanics. One way to obtain the strain energy release rate in elastic–plastic fracture mechanics is from the stress and deformation field around the crack tip through the calculation of the J integral. The J-integral is contour independent, although the contour must start and end from a traction-free surface, such as the crack surface. Using Green’s theorem, the J-integral can be formulated as a surface or area integral, which makes it convenient for implementation in finite element method (FEM). More importantly, the J-integral calculation is insensitive to uncertainty of the exact crack tip location, can be applied for linear elastic analysis with small scale yielding and in an improved formulation for elastic–plastic fracture. In short, the J-integral is an indispensable tool in the study of fracture mechanics.</div><div>Despite the J-integral being widely used in FEM, including availability in most commercial FEM codes, there is currently no algorithm to calculate the J-integral in the Smoothed Particle Hydrodynamics (SPH) method. This is somewhat surprising since the SPH method, due to its meshless nature, has inherent advantages in dealing with cracks compared to mesh based methods such as FEM. In this paper we will therefore address this deficiency and develop an algorithm for calculation of the J integral in the SPH method. The implementation of his new alghorithm is based on a new definition of the weighting function <span><math><msub><mrow><mi>q</mi></mrow><mrow><mn>1</mn></mrow></msub></math></span>, as appropriately normalised kernel function, which inherently satisfies all the specific requirements on <span><math><msub><mrow><mi>q</mi></mrow><mrow><mn>1</mn></mrow></msub></math></span>: The function is sufficiently smooth in the J-integral area, it is equal to unit inside contour path of the integral and zero outside of the path. A further element of novelty is that in the current implementation, the gradient of this function is evaluated analytically rather than through a numerical approximation. The verification and validation of developed algorithm is based on simulation of the standard single edge notch tension test (SENT) under the plain strain conditions. The SPH results are compared to the FEM results for stress and displacement fields in the vicinity of the crack tip, as well as the J integral solutions. The SPH results demonstrated convergence and were within 2% of the converged FEM solutions. The validation also allows for the definition of simple guidelines for the definition of the J-integral area to achieve accurate results. The implementation is currently developed for linear elastic fracture mechanics applications, but its generalisation and application to elastic–plastic fracture mechanics, including the combination with elastic–plastic constitutive models is
在断裂力学中,通常使用应力强度因子或应变能释放率来表征裂纹附近的应力场。弹塑性断裂力学中应变能释放率的一种方法是通过计算J积分从裂纹尖端周围的应力场和变形场中得到。j积分与轮廓无关,尽管轮廓必须从无牵引力的表面(如裂纹表面)开始和结束。利用格林定理,j积分可以表示为曲面积分或面积积分,便于在有限元法中实现。更重要的是,j积分计算对裂纹尖端精确位置的不确定性不敏感,可以应用于小尺度屈服的线弹性分析和改进的弹塑性断裂公式。简而言之,j积分是研究断裂力学不可缺少的工具。尽管j积分在有限元中得到了广泛的应用,并且在大多数商业有限元程序中都有,但目前在光滑粒子流体动力学(SPH)方法中还没有计算j积分的算法。这有点令人惊讶,因为SPH方法由于其无网格的性质,与FEM等基于网格的方法相比,在处理裂缝方面具有固有的优势。因此,在本文中,我们将解决这一不足,并开发一种在SPH方法中计算J积分的算法。他的新算法的实现是基于对加权函数q1的新定义,作为适当归一化的核函数,它固有地满足q1的所有特定要求:函数在j积分区域内是足够光滑的,它等于积分的轮廓路径内的单位,路径外的零。另一个新颖的元素是,在当前的实现中,该函数的梯度是通过解析而不是通过数值近似来评估的。基于平面应变条件下标准单边缺口拉伸试验(SENT)的仿真,对所开发算法进行了验证和验证。将SPH计算结果与有限元计算结果进行了比较,得到了裂纹尖端附近的应力场和位移场以及J积分解。SPH结果显示收敛,与收敛有限元解的误差在2%以内。验证还允许定义简单的准则来定义j积分面积,以获得准确的结果。该实现目前是为线弹性断裂力学应用而开发的,但其推广和应用于弹塑性断裂力学,包括与弹塑性本构模型的结合是直截了当的。
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引用次数: 0
Design strategy of overlapped composite joint integrating strength, flexibility and toughness 结合强度、柔度、韧性的叠合复合材料接头设计策略
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2025-12-31 DOI: 10.1016/j.engfracmech.2025.111836
Tong Cui, Xiaofang Zhang, Yanan Yuan
The variable wing requires a flexible skin composite that combines high strength, high toughness, and flexibility. Inspired by the layered arrangements found in biological structures such as fish scales, a novel gradient overlapped structural design strategy based on the span direction using thin ply has been proposed. Under three-point bending tests, experimental results demonstrate that the gradient overlapped laminates with thin ply can effectively mitigates the inherent brittle fracture of continuous fiber composite. Compared to continuous fiber designs, the bio-inspired overlapped design exhibits superior structural performance in terms of flexibility and damage tolerance. Particularly, the four-gradient overlap structure achieves an excellent balance between strength and toughness by integrating the advantages of continuous and short overlap configurations. Finite element simulations further reveal the significant advantages of “S-C type” special joints designs in enhancing the comprehensive mechanical performance of composites. The optimized special joint configurations demonstrate exceptional superiority in terms of toughness and flexibility. This study provides new insights and methodologies for the structural design of composite laminates, offering important guidance for engineering applications such as aircraft skin structures that require a balance between high strength and high toughness.
可变机翼需要一种结合了高强度、高韧性和灵活性的柔性复合材料。受鱼鳞等生物结构的分层排列的启发,提出了一种基于跨度方向的梯度重叠结构设计策略。在三点弯曲试验中,实验结果表明,薄层梯度叠层能有效缓解连续纤维复合材料固有的脆性断裂。与连续纤维设计相比,仿生重叠设计在灵活性和损伤容忍度方面表现出优越的结构性能。特别是,四梯度重叠结构通过整合连续和短重叠结构的优点,在强度和韧性之间取得了很好的平衡。有限元模拟进一步揭示了“S-C型”特殊接头设计在提高复合材料综合力学性能方面的显著优势。优化后的特殊接头结构在韧性和柔韧性方面表现出卓越的优势。该研究为复合材料层压板的结构设计提供了新的见解和方法,为需要在高强度和高韧性之间取得平衡的飞机蒙皮结构等工程应用提供了重要的指导。
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引用次数: 0
Experimental study and machine learning-based fatigue life prediction of thermoplastic laminated composites after low-velocity impact 热塑性层合复合材料低速冲击疲劳寿命的实验研究与机器学习预测
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2025-12-31 DOI: 10.1016/j.engfracmech.2025.111821
Zhen Yue , Chi Zhan , Hanming Yang , Yifang Qin , Ningge Fan , Shunhua Chen
Fiber-reinforced thermoplastic laminated composites are highly sensitive to low-velocity impacts, which induces barely visible damage and accelerates fatigue failure under cyclic loading, thereby reducing structural service life. Conventional approaches for predicting post-impact fatigue behavior rely heavily on experimental testing and numerical simulations, which are often time-consuming and costly. Moreover, existing machine learning studies pay limited attention to the effects of initial impact-induced damage. To address these limitations, this study combines experimental and machine learning-based approaches for accurate fatigue life prediction of laminated composites after low-velocity impacts. Low-velocity impact tests are performed on composite specimens, and their impact responses are recorded. The induced damage is characterized using non-destructive techniques. The impacted specimens are then subjected to tensile–tensile fatigue tests to determine residual fatigue life and construct the corresponding S–N curves. The experimental results show that higher energy impacts significantly reduce the fatigue life of laminated composites. To improve model robustness, a fatigue knowledge-based data augmentation strategy via S–N curves is presented to expand the fatigue life dataset. Multiple machine learning algorithms, including Support Vector Machines (SVM), Random Forests (RF), Back-Propagation Neural Networks (BPNN), and Bayesian Neural Networks (BNNs), are introduced, trained, and optimized through hyperparameter tuning. The predictive results indicate that all employed models estimate post-impact fatigue life with reasonable accuracy, with BPNN and BNNs achieving the best overall performance.
纤维增强热塑性层合复合材料对低速冲击非常敏感,在循环载荷下产生几乎不可见的损伤并加速疲劳破坏,从而降低结构的使用寿命。传统的预测冲击后疲劳行为的方法严重依赖于实验测试和数值模拟,这些方法通常既耗时又昂贵。此外,现有的机器学习研究对初始冲击引起的损伤的影响关注有限。为了解决这些限制,本研究将实验和基于机器学习的方法结合起来,对层压复合材料在低速冲击后的疲劳寿命进行准确预测。对复合材料试样进行了低速冲击试验,并记录了其冲击响应。诱导损伤采用非破坏性技术表征。然后对冲击试样进行拉伸-拉伸疲劳试验,确定残余疲劳寿命并构建相应的S-N曲线。实验结果表明,高能量冲击会显著降低层合复合材料的疲劳寿命。为了提高模型的鲁棒性,提出了一种基于疲劳知识的S-N曲线数据增强策略,对疲劳寿命数据集进行扩展。多种机器学习算法,包括支持向量机(SVM),随机森林(RF),反向传播神经网络(BPNN)和贝叶斯神经网络(bnn),介绍,训练,并通过超参数调优。预测结果表明,所采用的模型对冲击后疲劳寿命的预测精度合理,其中bp神经网络和bnn神经网络的综合性能最好。
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引用次数: 0
Dynamic damage evolution and fracture initiation in finite deformation ductile materials 有限变形韧性材料的动态损伤演化与断裂起裂
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2025-12-31 DOI: 10.1016/j.engfracmech.2025.111829
Zhongpan Li , Yan Li , Boumediene Nedjar , Ling Tao , Huijian Chen , Zhiqiang Feng
This paper presents a semi-explicit algorithm for modeling dynamic damage and fracture in ductile materials under finite deformation. The algorithm combines the efficiency of explicit methods with the stability of implicit schemes, enabling robust simulations in large deformation and contact scenarios. To further enhance numerical stability, a rotational stress update scheme based on Kirchhoff stress is implemented, which effectively handles rigid-body rotations and mitigates artificial stress artifacts. Frictional contact is addressed using an implicit algorithm based on the bi-potential method, ensuring stable and efficient contact resolution. The damage model is formulated within the continuum damage mechanics (CDM) framework, following the damage evolution theory of Chaboche and Lemaitre. Material nonlinearity is captured using an isotropic von Mises yield criterion. The proposed method is implemented in the plastic finite element program CCMPF and verified through a series of numerical examples. Two quasi-static simulations are first conducted to evaluate the mesh sensitivity of the local damage model and to verify the accuracy of the constitutive integration scheme. A dynamic Taylor impact, including both 2D and 3D cases, is performed to validate the algorithm under high strain-rate conditions. The results demonstrate the method’s accuracy, efficiency, and robustness in simulating dynamic failure in ductile materials.
本文提出了一种半显式的模拟有限变形韧性材料动态损伤和断裂的算法。该算法结合了显式方法的效率和隐式方法的稳定性,能够在大变形和接触场景下进行鲁棒模拟。为了进一步提高数值稳定性,实现了基于基尔霍夫应力的旋转应力更新方案,该方案有效地处理了刚体旋转并减轻了人为应力伪像。采用基于双势法的隐式算法求解摩擦接触,保证了稳定、高效的接触分辨率。根据Chaboche和Lemaitre的损伤演化理论,在连续损伤力学(CDM)框架下建立损伤模型。材料非线性被捕获使用各向同性冯米塞斯屈服准则。在塑性有限元程序CCMPF中实现了该方法,并通过一系列数值算例进行了验证。首先进行了两个准静态仿真,以评估局部损伤模型的网格敏感性,并验证本构积分方案的准确性。为了验证该算法在高应变率条件下的有效性,进行了二维和三维动态泰勒冲击实验。结果表明,该方法在模拟延性材料动态破坏方面具有准确性、有效性和鲁棒性。
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Engineering Fracture Mechanics
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