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Multiaxial fatigue behavior and life prediction of forged Ti-6Al-4V under complex paths with mean stress 平均应力复杂路径下锻造Ti-6Al-4V多轴疲劳行为及寿命预测
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-03-04 DOI: 10.1016/j.engfracmech.2026.111993
Junqi Feng , Dasheng Wei , Xiyuan Zhang , Tonghui Wang , Xiang Liu , Shun Yang
Engineering components are often subjected to complex loading paths and high stress ratios. However, most existing multiaxial fatigue life prediction models are based on symmetrical loading tests. Their research is relatively limited on multiaxial fatigue under high stress ratios and complex loading paths. This study investigates the multiaxial fatigue behavior of forged Ti-6Al-4V alloy through a series of tension–torsion fatigue tests under high-stress ratios and complex paths. Digital Image Correlation (DIC) was employed to measure strain fields during the testing process. The results indicate that both tensile and shear mean stresses reduce fatigue life significantly. The fracture analysis showed obvious fatigue stripes on the fracture surface using Field Emission Scanning Electron Microscope (FESEM). Furthermore, this paper proposes a novel multiaxial fatigue life model that considers the different contributions of tensile and shear strain energy densities to fatigue damage. The comparison between the proposed model and commonly used models (SWT, FS, and CCB) shows that the accuracy and superiority of the new model in life prediction have been improved.
工程构件经常承受复杂的加载路径和高应力比。然而,现有的多轴疲劳寿命预测模型大多是基于对称加载试验的。他们的研究相对局限于高应力比和复杂加载路径下的多轴疲劳。通过一系列高应力比、复杂路径下的拉伸-扭转疲劳试验,研究了锻造Ti-6Al-4V合金的多轴疲劳行为。在测试过程中,采用数字图像相关(DIC)技术测量应变场。结果表明,拉伸和剪切平均应力均显著降低疲劳寿命。用场发射扫描电镜(FESEM)对断口进行分析,发现断口表面有明显的疲劳条纹。此外,本文提出了一种新的多轴疲劳寿命模型,该模型考虑了拉伸应变能密度和剪切应变能密度对疲劳损伤的不同贡献。与常用模型(SWT、FS和CCB)的比较表明,新模型在寿命预测方面的精度和优越性得到了提高。
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引用次数: 0
Evaluation of stress intensity factors using meshless integrated digital image / volume correlation 基于无网格集成数字图像/体相关的应力强度因子评估
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-03-01 DOI: 10.1016/j.engfracmech.2026.111989
Yutong Hao , Lingtao Mao , Haizhou Liu , Yang Ju , François Hild
A meshless approach is proposed for Integrated Digital Image Correlation (I-DIC) and Integrated Digital Volume Correlation (I-DVC) to measure stress intensity factors (SIFs), which is validated through synthetic experiments. Combined with double cleavage drilled compression (DCDC) experiments on gypsum and in-situ X-ray computed tomography, meshless I-DIC quantifies SIFs and their variations along the surface crack path, while meshless I-DVC resolves SIF distributions along internal crack fronts. SIFs are inferred directly from images, thereby eliminating error accumulation from displacement projection and avoiding meshing challenges near tortuous crack surfaces. In a virtual crack test, a comparative analysis of meshless I–DVC, a post-processing method and mesh-based I-DVC reveals errors of 0.7%, 2.0%, and 1.2% for the three approaches, respectively, highlighting the effectiveness of the proposed method. In DCDC uniaxial compression, I-DIC results indicate that the mode I SIF component dominated along the surface crack path, while the mode II SIF increased markedly as the crack propagated, consistent with mixed mode I-II propagation. I-DVC further revealed that the mode I SIF remained predominant along internal fronts, while the KII and KIII components in local areas gradually emerged as the crack propagated, evidencing opening accompanied by shear and tearing effects. The energy release rate profiles exhibited pronounced spatial non-uniformity and support an inside-out growth mechanism originating from internal flaws.
提出了一种基于集成数字图像相关(I-DIC)和集成数字体积相关(I-DVC)的无网格应力强度因子(SIFs)测量方法,并通过综合实验进行了验证。结合石膏的双解理钻孔压缩(DCDC)实验和原位x射线计算机断层扫描,无网格I-DIC量化了SIF及其沿表面裂纹路径的变化,而无网格I-DVC则求解了SIF沿内部裂纹前缘的分布。SIFs直接从图像中推断,从而消除了位移投影的误差积累,避免了弯曲裂纹表面附近的网格挑战。在虚拟裂纹试验中,对无网格I-DVC、后处理方法和基于网格的I-DVC进行了对比分析,结果表明三种方法的误差分别为0.7%、2.0%和1.2%,突出了所提方法的有效性。在DCDC单轴压缩中,I- dic结果表明,I型SIF分量沿表面裂纹路径占主导地位,而II型SIF分量随裂纹扩展而显著增加,与I-II混合模式扩展一致。I- dvc进一步揭示了ⅰ型SIF沿内锋面为主,而局部区域的KII和KIII分量随着裂纹的扩展逐渐出现,表明裂纹的开启伴随着剪切和撕裂作用。能量释放速率分布表现出明显的空间非均匀性,支持由内部缺陷引起的由内到外生长机制。
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引用次数: 0
Micromechanical analysis of ductile crack growth in steels with Lüders plateau behavior 具有<s:1>德斯高原行为钢韧性裂纹扩展的微观力学分析
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-03-03 DOI: 10.1016/j.engfracmech.2026.112013
Shengwen Tu , Chenxi Wu , Yanfang Hou , Yinhui Zhang
Most existing strain-based engineering critical assessment approaches are developed for materials exhibiting smooth stress–strain responses, leaving the influence of the Lüders plateau on ductile fracture behavior largely unexplored. In this work, the effect of the Lüders plateau on mode I ductile crack growth is investigated using the Modified Boundary Layer (MBL) model under plane strain conditions. The “up-down-up” constitutive model is implemented to capture the characteristic plateau behavior, while crack propagation is simulated through the Gurson damage model. Key factors—including the plateau length and softening modulus in the “up-down-up” model, the strain hardening behavior of the matrix material, and the initial void volume fraction—are systematically analyzed. Numerical results demonstrate that the Lüders plateau alters the crack-tip constraint and governs the evolution of damage near the crack front. Among the investigated parameters, the plateau length exerts a dominant influence on the ductile crack growth behavior in the presence of the Lüders plateau.
大多数现有的基于应变的工程临界评估方法都是针对具有光滑应力-应变响应的材料开发的,这使得德尔斯高原对韧性断裂行为的影响在很大程度上未被探索。本文采用修正边界层(MBL)模型,研究了平面应变条件下l ders平台对I型韧性裂纹扩展的影响。采用“上-下-上”本构模型来捕捉特征平台行为,采用Gurson损伤模型来模拟裂纹扩展。系统分析了“上-下-上”模型中的平台长度和软化模量、基体材料的应变硬化行为以及初始孔隙体积分数等关键因素。数值结果表明,l ders平台改变了裂纹尖端约束,控制了裂纹前缘附近损伤的演化。在研究的参数中,高原长度对德斯高原存在时的韧性裂纹扩展行为有主要影响。
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引用次数: 0
A 3D finite element method with peridynamics for fatigue analysis of high-strength steel wires 高强度钢丝疲劳分析的三维有限元周动力学方法
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-23 DOI: 10.1016/j.engfracmech.2026.111981
Xiaopeng Wang , Huile Li
Owing to their superior strength and flexibility, high-strength steel wires (HSSWs) are extensively used in critical infrastructures including bridges, cableways, and lifting equipment. Nevertheless, under the combined effects of cyclic loading and corrosive environment, HSSWs are susceptible to fatigue failure, posing serious threats to structural safety. Conventional fatigue analysis approaches such as the S-N curve method, linear elastic fracture mechanics (LEFM), and continuum damage mechanics (CDM) are limited by one or more constraints in fatigue crack growth simulation, e.g., the inability to capture damage evolution, the reliance on predefined cracks, difficulties in modeling multiple cracks, and complex fracture criteria. Peridynamics (PD), formulated in a nonlocal integral form, can naturally simulate crack initiation and growth, thereby overcoming the shortcomings of traditional methods in discontinuous damage simulation. This paper proposes a 3D finite element (FE) method with PD for fatigue analysis of HSSWs. The PD theory is incorporated into the FE framework to develop a 3D PD element on the ANSYS platform. The PD-FE model able to account for initial cracks and 3D corrosion pits is subsequently established with reduced computational cost and enhanced adaptability to complex configurations, boundaries, and load conditions. The bond strains obtained using the PD-FE model are integrated with the two-stage fatigue model. A user-defined subroutine is implemented to enable full-process simulation of crack initiation and growth, along with fatigue life prediction. The proposed method is validated against experimental data from compact tension (CT) specimen and HSSWs, demonstrating high predictive accuracy and broad applicability. Furthermore, parametric analysis is conducted to quantify the effects of multiple factors including fatigue stress amplitude, initial crack depth, crack shape factor, and pit size and distribution on the fatigue damage behavior of HSSWs. This work provides an effective framework for fatigue analysis of HSSWs and other engineering components.
高强度钢丝由于其优越的强度和柔韧性,被广泛应用于桥梁、索道和起重设备等关键基础设施中。然而,在循环荷载和腐蚀环境的共同作用下,高强度钢结构容易发生疲劳破坏,对结构安全构成严重威胁。传统的疲劳分析方法,如S-N曲线法、线弹性断裂力学(LEFM)和连续损伤力学(CDM),在疲劳裂纹扩展模拟中受到一个或多个限制,例如,无法捕捉损伤演变,依赖于预定义的裂纹,难以模拟多个裂纹,以及复杂的断裂标准。周动力学(PD)以非局部积分形式表述,可以很自然地模拟裂纹的萌生和扩展,从而克服了传统方法在非连续损伤模拟中的不足。本文提出了一种基于PD的hssw三维有限元疲劳分析方法。将PD理论与有限元框架相结合,在ANSYS平台上开发了三维PD单元。随后建立了能够考虑初始裂纹和3D腐蚀坑的PD-FE模型,降低了计算成本,增强了对复杂结构、边界和载荷条件的适应性。将PD-FE模型得到的粘结应变与两阶段疲劳模型相结合。实现了用户定义的子程序,以实现裂纹萌生和扩展的全过程模拟,以及疲劳寿命预测。利用CT和HSSWs的实验数据对该方法进行了验证,结果表明该方法具有较高的预测精度和广泛的适用性。通过参数化分析,量化了疲劳应力幅值、初始裂纹深度、裂纹形状因子、凹坑尺寸及分布等因素对高强度钢结构疲劳损伤行为的影响。这项工作为高速钢和其他工程部件的疲劳分析提供了一个有效的框架。
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引用次数: 0
The influence of gradient difference in microstructure on hydrogen embrittlement susceptibility of extra-thick Q690DR steel plate 组织梯度差异对Q690DR特厚钢板氢脆敏感性的影响
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-28 DOI: 10.1016/j.engfracmech.2026.111997
Jinrong Wu , Kaiyu Zhang , Xin Liu , Wanliang Zhang , Kehan Wu , Chengshuang Zhou , Jinyang Zheng , Lin Zhang
To investigate the hydrogen embrittlement susceptibility and hydrogen permeation behavior of 90 mm extra-thick Q690DR steel plate in the thickness direction, samples were taken from three regions: Subsurface layer, 1/4 Thickness layer (1/4T), and 1/2 Thickness layer (1/2T). The results showed that the matrix structure in each region was mainly tempered martensite, and the grain size gradually increased from the Subsurface to 1/2T; a discontinuous banded structure existed in the Subsurface region. In-situ hydrogen permeation and mechanical testing under 6 MPa hydrogen revealed that hydrogen embrittlement susceptibility: Subsurface > 1/2T > 1/4T. The Subsurface region was significantly affected by rolling deformation, with grains elongated along the rolling direction (RD) and forming a banded structure, providing a rapid channel for hydrogen diffusion and making hydrogen more likely to permeate the material interior, resulting in the formation of fine elongated cracks during fracture. Therefore, it exhibited the highest hydrogen embrittlement susceptibility. The 1/2T region formed coarse martensite structure due to a slower cooling rate, and a large number of secondary cracks were generated during fracture. In contrast, the 1/4T region had a homogeneous distribution of tempered martensite and fine grains, with a stronger hindrance effect on hydrogen diffusion, and thus had the best hydrogen embrittlement resistance. In summary, the degree of deformation during the rolling process and the cooling rate during the cooling process are the key factors that cause the microstructure to show a gradient distribution and thereby affect hydrogen embrittlement susceptibility.
为了研究90 mm特厚Q690DR钢板在厚度方向上的氢脆敏感性和氢渗透行为,从亚表层、1/4厚度层(1/4T)和1/2厚度层(1/2T)三个区域取样。结果表明:各区域基体组织以回火马氏体为主,晶粒尺寸从亚表层逐渐增大到1/2T;地下区域存在不连续的带状构造。现场氢渗透及6 MPa氢气作用下力学测试结果表明:地下氢脆敏感性 >; 1/2T > 1/4T。亚表面区域受轧制变形影响显著,晶粒沿轧制方向(RD)拉长,形成带状组织,为氢的快速扩散提供了通道,使氢更容易渗透到材料内部,从而在断裂过程中形成细小的拉长裂纹。因此,它表现出最高的氢脆敏感性。1/2T区由于冷却速度较慢,形成了粗糙的马氏体组织,断裂过程中产生了大量的二次裂纹。1/4T区回火马氏体和细晶粒分布均匀,对氢扩散的阻碍作用更强,因此具有最好的抗氢脆性能。综上所述,轧制过程中的变形程度和冷却过程中的冷却速度是导致组织呈现梯度分布从而影响氢脆敏感性的关键因素。
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引用次数: 0
Ordinary state based peridynamic thermomechanical simulation of hot crack occurrence during Semi-Solid plate quenching experiment 基于常态的半固态板淬火实验热裂纹发生的动态热力学模拟
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-24 DOI: 10.1016/j.engfracmech.2026.111963
Jijoprasad Jayaprasad Remani, Ashok Kumar Nallathambi
Hot cracks are irreversible defects that mainly originate when the material undergoes cooling from liquidus to solidus temperature. The occurrence of hot cracks is severe in the casting of aluminium alloys such as AA7xxx. The semi-solid plate quenching experiment using an array of water jets is designed to study secondary cooling characteristics of Direct Chill (DC) casting. Horizontal cracks are formed ahead of the impingement region where the temperature ranges are above the solidus temperature. In this study, a 2D ordinary state-based peridynamic thermo-mechanical model is used to find the deformation in the semi-solid plate quenching process. The stiffness matrix and thermal force vector are analytically derived for the 2D plane problems. A temperature and fracture mechanics based critical stretch criterion is proposed to predict the evolution of hot cracks in the plate quenching experiment. The Peridynamics approach is proposed for the first time to simulate the origination and propagation of hot cracks. The identified critical stretch criterion could predict the occurrence of multiple crack formations in the plate at different timelines, as observed in the experiment.
热裂纹是一种不可逆的缺陷,主要产生于材料从液相温度冷却到固相温度。在铸造铝合金(如AA7xxx)时,热裂纹的发生是严重的。为研究直冷(DC)铸件的二次冷却特性,设计了水射流阵列半固态板淬火实验。在温度范围高于固相温度的撞击区前方形成水平裂纹。在本研究中,采用基于普通状态的二维动态热-力学模型来寻找半固态板淬火过程中的变形。解析导出了二维平面问题的刚度矩阵和热力矢量。提出了一种基于温度和断裂力学的临界拉伸准则来预测板材淬火实验中热裂纹的演化。首次提出了模拟热裂纹产生和扩展的周动力学方法。所识别的临界拉伸准则可以预测在不同时间线板内出现多个裂纹形成,如实验所见。
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引用次数: 0
Study on the fracture characteristics of pre-grooved rock under particle impact 颗粒冲击下预开槽岩石断裂特性研究
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-03-02 DOI: 10.1016/j.engfracmech.2026.112006
Jianping Wei , Mengyuan Wang , Yong Liu , Huidong Zhang , Changjiang Chen , Xiangyu Xu , Xing Li
Particle-impact rock breaking is a feasible technology for fracturing deep, high-strength rock under high confining pressure. However, its effective fragmentation extent in hard rock is limited and the breaking efficiency remains low, which restricts engineering application. To address this issue, an auxiliary pre-grooving approach is proposed to enlarge the fragmentation extent and improve rock-breaking efficiency. Particle-impact tests were conducted on pre-cut-grooved rock specimens. The particle velocity was determined using a high-speed imaging system, and the post-impact failure morphology was quantified in combination with 3D scanning. Based on these measurements, a quantitative evaluation model for particle-impact rock breaking under grooved conditions was established, and the effects of groove parameters on impact-induced fracture behavior were systematically investigated. The results show that grooves, acting as prefabricated defect planes, markedly guide crack propagation during particle impact. Groove depth primarily controls the fracture depth, whereas groove spacing governs whether cracks can effectively extend to the grooves and coalesce into through-going fractures. When high-velocity particles vertically impact the center of double-grooved specimens, the failure mode evolves with increasing groove spacing from wedge-splitting to conjugate, unilateral, and crushing, among which the conjugate mode is the most representative. To efficiently evaluate rock-breaking performance and identify the optimal grooving scheme, a conjugate-product model was developed using the endpoint depth, midpoint depth, and fracture length of the deepest fracture section. Under the present test conditions, the optimal parameters are a groove spacing of 35 mm and a groove depth of 40 mm, corresponding to a fragmented volume of 32,043.62 mm3.
颗粒冲击破岩是一种可行的深部高围压高强岩石压裂技术。但其在硬岩中的有效破碎程度有限,破碎效率较低,制约了工程应用。针对这一问题,提出了一种辅助预开槽的方法,以扩大破碎程度,提高破岩效率。对预开槽岩石试样进行颗粒冲击试验。使用高速成像系统确定颗粒速度,并结合3D扫描量化撞击后的破坏形态。在此基础上,建立了沟槽条件下颗粒冲击破碎的定量评价模型,系统研究了沟槽参数对冲击破裂行为的影响。结果表明,在颗粒冲击过程中,沟槽作为预制缺陷面,对裂纹扩展具有明显的引导作用。沟槽深度主要控制裂缝深度,而沟槽间距则决定裂缝能否有效延伸至沟槽并合并成贯通裂缝。高速颗粒垂直冲击双沟槽试件中心时,随着沟槽间距的增大,破坏模式由楔形劈裂向共轭、单侧和破碎演变,其中以共轭模式最具代表性。为了有效地评估破岩性能并确定最佳开槽方案,利用最深裂缝段的端点深度、中点深度和裂缝长度建立了共轭积模型。在本试验条件下,最佳参数为槽距35 mm,槽深40 mm,对应破碎体积为32,043.62 mm3。
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引用次数: 0
An anisotropic phase-field framework for finite-deformation fracture and fatigue in flexible piezoelectric composites 柔性压电复合材料有限变形断裂和疲劳的各向异性相场框架
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-26 DOI: 10.1016/j.engfracmech.2026.111960
Shihao Lv , Jian Hua , Yan Shi , Cun-Fa Gao
Flexible piezoelectric composites are increasingly used in wearable and adaptive structures. However, their geometric nonlinearity and pronounced anisotropy pose significant challenges for reliable prediction of fracture and fatigue under electromechanical loading. This work develops an anisotropic phase-field fracture model for flexible piezoelectric composites at finite strains, in which distinct softening laws are assigned to the isotropic matrix and anisotropic fibers. To eliminate unphysical fracture modes, the energy density is decomposed using the volumetric-stretch tension–compression scheme. This model is further extended to fatigue by introducing a cumulative history variable that captures the progressive degradation of fracture toughness under cyclic loading. Numerical results demonstrate that, with a large penalty parameter in anisotropic crack surface density function, the predicted crack path aligns with the fiber orientation, and the global responses are consistent with available experimental observations. For flexible piezoelectric composites, the fracture behavior is influenced by fiber orientation and applied electric fields. For composites with symmetric fiber families, enhanced mechanical performance and stabilized crack trajectories are observed. The proposed framework provides theoretical flexibility and computational robustness for predicting fracture and fatigue failure in flexible piezoelectric composites, enabling reliability-driven design of next-generation flexible piezoelectric devices.
柔性压电复合材料在可穿戴和自适应结构中的应用越来越广泛。然而,它们的几何非线性和显著的各向异性给机电载荷下断裂和疲劳的可靠预测带来了重大挑战。本文建立了有限应变下柔性压电复合材料的各向异性相场断裂模型,其中各向同性基体和各向异性纤维具有不同的软化规律。为了消除非物理断裂模式,采用体积-拉伸-压缩方案对能量密度进行分解。通过引入累积历史变量,该模型进一步扩展到疲劳,该变量捕获了循环载荷下断裂韧性的逐渐退化。数值结果表明,在各向异性裂纹表面密度函数中,当惩罚参数较大时,预测的裂纹路径与纤维取向一致,整体响应与实验观测结果一致。对于柔性压电复合材料,其断裂行为受纤维取向和外加电场的影响。对于含有对称纤维族的复合材料,力学性能得到增强,裂纹轨迹趋于稳定。所提出的框架为柔性压电复合材料的断裂和疲劳失效预测提供了理论灵活性和计算鲁棒性,使下一代柔性压电器件的可靠性驱动设计成为可能。
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引用次数: 0
Evaluating multi-defect parameters in concrete via electrical signals: A three-stage strategy of ERT imaging, image segmentation, parameter quantification 通过电信号评估混凝土中的多缺陷参数:ERT成像、图像分割、参数量化的三阶段策略
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-28 DOI: 10.1016/j.engfracmech.2026.111999
Di Wang , Pengpeng Shi , Dongming An , Xiaofan Gou
The construction and service performance of concrete are highly influenced by environmental conditions. These conditions often result in defects such as holes and cracks, which reduce the strength and durability of the material. Defect identification and localization is critical for evaluating the safety and quality of concrete structures. This paper first presents the problem description, where defect geometries are characterized using super-shape parameters, and an ERT forward model is established to obtain electrical signal responses under varying parameter conditions. To address the multi-defect parameter optimization problem in concrete structures, a three-stage strategy for multi-defect parameters evaluation in concrete is proposed based on electrical signals. First, the Electrical resistance tomography (ERT) imaging of the structure to be detected is conducted via the FEM to establish the sensitivity matrix and reference electrical signals for defect-free condition. By analyzing deviations between the measured electrical signals and reference electrical signals, the conjugate gradient method is utilized to obtain the conductivity distribution image of the structure to be detected; After that, the conductivity distribution image is segmented and initial boundary information of defects is obtained using K-means algorithm. Finally, the parameter quantification begins by applying nonlinear least squares fitting to the initial defect boundaries, extracting super-shape equation parameters. These parameters are then used as initial inputs for the particle swarm optimization (PSO) algorithm, which optimizes the defect parameters within the defined defect domain. Numerical studies demonstrate that the proposed method accurately quantifies defect locations, sizes, and shapes in single-defect, double-defect, and multi-defect cases.
环境条件对混凝土的施工和使用性能影响很大。这些条件通常会导致孔洞和裂缝等缺陷,从而降低材料的强度和耐久性。缺陷识别与定位是评价混凝土结构安全与质量的关键。本文首先对问题进行描述,利用超形状参数对缺陷几何形状进行表征,建立ERT正演模型,获得变参数条件下的电信号响应。针对混凝土结构多缺陷参数优化问题,提出了一种基于电信号的三阶段混凝土多缺陷参数评估策略。首先,通过有限元法对待测结构进行电阻层析成像(ERT),建立灵敏度矩阵和无缺陷条件下的参考电信号;通过分析测量电信号与参考电信号的偏差,利用共轭梯度法获得待测结构的电导率分布图像;然后对电导率分布图像进行分割,利用K-means算法获得缺陷的初始边界信息。最后,对初始缺陷边界进行非线性最小二乘拟合,提取超形方程参数,进行参数量化。然后将这些参数用作粒子群优化(PSO)算法的初始输入,该算法在定义的缺陷域内优化缺陷参数。数值研究表明,该方法可以准确地量化单缺陷、双缺陷和多缺陷情况下的缺陷位置、尺寸和形状。
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引用次数: 0
A failure criterion model for concrete integrating egret swarm optimization algorithm and back propagation neural networks 结合白鹭群优化算法和反向传播神经网络的混凝土破坏准则模型
IF 5.3 2区 工程技术 Q1 MECHANICS Pub Date : 2026-05-02 Epub Date: 2026-02-24 DOI: 10.1016/j.engfracmech.2026.111985
Junwei Xin, Jianguo Ning, Huilan Ren, Haitao Zhao, Xiangzhao Xu
Concrete demonstrates pronounced nonlinear failure behavior under multiaxial loading. However, conventional failure criteria, constrained by predefined functional forms, are inadequate for representing the complex and path-dependent failure mechanisms observed in experiments. To overcome these limitations, this study develops a hybrid modeling framework that couples the Egret Swarm Optimization Algorithm (ESOA) with a back propagation (BP) neural network to improve the representation of concrete failure behavior. The proposed framework exploits the strong capability of neural networks to approximate high-dimensional nonlinear mappings and extract the essential geometric features of the failure surface in stress space. Meanwhile, ESOA improves convergence robustness and global optimization efficiency, resulting in more reliable predictions under diverse multiaxial loading scenarios. The model is evaluated using several benchmark datasets from multiaxial strength tests. The results demonstrate that the ESOA-BP model consistently surpasses both the conventional BP network and the classical Ottosen criterion in terms of prediction accuracy, generalization capacity, and computational stability. The resulting failure surface exhibits smooth and physically consistent deviatoric sections that closely match the experimental observations. Both the tensile and compressive meridians reproduce the overall experimental trends, and the curvature evolution in the tension–compression transition zone is captured with high fidelity. Overall, the findings offer a high-accuracy, robust, and practically applicable modeling strategy for developing multiaxial failure criteria for concrete.
混凝土在多轴荷载作用下表现出明显的非线性破坏行为。然而,传统的失效准则受到预定义功能形式的约束,不足以表示实验中观察到的复杂和路径依赖的失效机制。为了克服这些限制,本研究开发了一种混合建模框架,将白鹭群优化算法(ESOA)与反向传播(BP)神经网络相结合,以改善混凝土破坏行为的表征。该框架利用神经网络的强大能力来逼近高维非线性映射,并提取应力空间中破坏面的基本几何特征。同时,ESOA提高了收敛鲁棒性和全局优化效率,使多轴加载场景下的预测更加可靠。该模型使用来自多轴强度测试的几个基准数据集进行评估。结果表明,ESOA-BP模型在预测精度、泛化能力和计算稳定性方面均优于传统BP网络和经典Ottosen准则。所得的破坏表面呈现光滑和物理上一致的偏离截面,与实验观察结果密切匹配。拉伸和压缩子午线都再现了整体实验趋势,并且高保真地捕捉了拉压过渡区的曲率演变。总体而言,研究结果为制定混凝土多轴破坏准则提供了高精度、鲁棒性和实际适用的建模策略。
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引用次数: 0
期刊
Engineering Fracture Mechanics
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