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Study on hardening and damage behaviors of Ti6Al4V alloy based on WOA-BP neural network 基于WOA-BP神经网络的Ti6Al4V合金硬化与损伤行为研究
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-08 DOI: 10.1007/s00419-025-02930-4
Hao Zhang, Qinghui Wu, Shu Yuan, Tianlong Fu, Haipeng Song, Ganyun Huang

Ti6Al4V alloy is widely used in aerospace, marine, and chemical industries due to its excellent specific strength and good biocompatibility. Understanding the damage and fracture mechanism of Ti6Al4V is crucial for the practical applications. In this work, the deformation and failure behaviors of Ti6Al4V were studied by digital image correlation method. Post-fracture surface analysis was performed to investigate the influence of stress triaxiality on failure behavior. A machine learning-based identification strategy was proposed to determine the strain hardening and Johnson–Cook damage model parameters. The datasets were obtained by finite element simulations for training the artificial neural network (ANN) models, which were utilized to establish the relation between the mechanical response and model parameters. The effect of ANN structure hyperparameters on prediction performance was discussed and whale optimization algorithm (WOA) could improve the prediction accuracy of neural network model. The results indicated that the WOA algorithm optimized three-layer BP neural network with 16 hidden neurons and activation functions of tansig + tansig can be used to effectively identify the plastic and damage model parameters of Ti6Al4V alloy.

Ti6Al4V合金具有优异的比强度和良好的生物相容性,广泛应用于航空航天、船舶、化工等领域。了解Ti6Al4V的损伤和断裂机理对实际应用具有重要意义。采用数字图像相关方法研究了Ti6Al4V合金的变形和破坏行为。通过破裂后表面分析,研究应力三轴性对破坏行为的影响。提出了一种基于机器学习的识别策略来确定应变硬化和Johnson-Cook损伤模型参数。通过有限元仿真获得数据集,训练人工神经网络(ANN)模型,利用该模型建立力学响应与模型参数之间的关系。讨论了人工神经网络结构超参数对预测性能的影响,发现鲸鱼优化算法(WOA)可以提高神经网络模型的预测精度。结果表明,WOA算法优化的包含16个隐藏神经元和tansig + tansig激活函数的三层BP神经网络可以有效地识别Ti6Al4V合金的塑性和损伤模型参数。
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引用次数: 0
Thermomechanical vibration of biocompatible sandwich plates with graphene-reinforced foam core under mechanical and thermal loads 石墨烯增强泡沫芯生物相容性夹层板在机械和热载荷下的热力学振动
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-02 DOI: 10.1007/s00419-025-02936-y
Mustafa Buğday, Khaled Saleh Aldoukali Matoug, Ismail Esen

This study models and analyzes the thermomechanical vibration behavior of biocompatible sandwich plates under compressive forces, thermal fields, and magnetic fields, employing high-order plate theory. The sandwich plate is composed of a solid and foam structured ZK60 magnesium alloy reinforced with graphene in the core layer, with surface layers consisting of functionally graded ZK60 ceramic material in the inner sections and zirconia ceramic material in the outer sections. The results indicate that the metal foam structure in the core layer and the distribution of metal ceramic materials in the surface layers significantly influence the thermomechanical vibration behavior of the sandwich plate. The application of an external magnetic field was found to enhance the thermal buckling resistance of the sandwich plate. The study results indicate that the wave propagation characteristics of the sandwich plate can be significantly influenced by different foam structures in the core and top layers, as well as by variations in material distribution qualities. The study’s findings are expected to substantially enhance the existing body of research and are applicable to emerging applications in fields such as sonar radars, aircraft, and marine vehicle stealth technologies.

本研究运用高阶板理论,模拟并分析了生物相容性夹层板在压缩力、热场和磁场作用下的热机械振动行为。该夹层板由实心泡沫结构的ZK60镁合金组成,芯层以石墨烯增强,表层由内层的功能梯度ZK60陶瓷材料和外层的氧化锆陶瓷材料组成。结果表明,芯层金属泡沫结构和表层金属陶瓷材料的分布对夹层板的热振动行为有显著影响。结果表明,外加磁场可以提高夹层板的抗热屈曲性能。研究结果表明,芯层和顶层泡沫结构的不同以及材料分布质量的变化对夹层板的波传播特性有显著影响。该研究的结果有望大大增强现有的研究体系,并适用于声纳雷达、飞机和船舶隐身技术等领域的新兴应用。
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引用次数: 0
Photothermal dynamic waves in semiconductors: a dual-phase-lag model with two temperature, hydrostatic stress, and electrical conductivity effects 半导体中的光热动态波:具有两种温度、静水应力和电导率效应的双相位滞后模型
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-02 DOI: 10.1007/s00419-025-02933-1
Alwaleed Kamel, Manar. Rabea, Kh. Lotfy, Amr M. S. Mahdy, E. S. Elidy

The dual-phase-lag (DPL) model and Lord–Shulman (LS) theories, incorporating a single relaxation time, are utilized to analyze the impact of hydrostatic initial stress on a medium. A novel model will be introduced, utilizing two-temperature factors, to improve the photothermal theory. This study analyzes the effects of changing thermal and electrical conductivity. We examined the phenomenon of thermal loading on the exposed surface of an indefinitely extending semiconducting material in one dimension. This medium was also affected by plasma waves and the mechanical force generated during a photothermal process. The exact values of the variables in question are obtained using the Laplace transform (LT) approach. Furthermore, the two values of temperature coefficients were obtained by analytical methods. The field quantities are exhibited as numerical results in the physical domain and visually represented to illustrate the influence of distinct characteristics, such as electrical conductivity. The findings are compared with and without two-temperature components, as well as for two distinct values of the hydrostatic starting stress. A comparison is made between the computed variables obtained from generalized thermoelasticity using the DPL model and the LS theory. This comparison is performed in the absence and presence of the electrical conductivity parameter.

采用双相滞后(DPL)模型和Lord-Shulman (LS)理论,结合单一松弛时间,分析了静流体初始应力对介质的影响。本文将介绍一种利用双温度因子的新模型,以改进光热理论。本研究分析了导热性和导电性变化的影响。我们研究了一维无限延伸半导体材料暴露表面的热载荷现象。该介质还受到等离子体波和光热过程中产生的机械力的影响。所讨论的变量的精确值是用拉普拉斯变换(LT)方法得到的。此外,用解析法得到了两个温度系数值。场量在物理域中以数值结果的形式显示,并以视觉方式表示,以说明不同特性(如导电性)的影响。结果比较了有和没有两个温度分量,以及流体静力启动应力的两个不同值。比较了用DPL模型和LS理论计算得到的广义热弹性计算变量。这种比较是在没有和存在电导率参数的情况下进行的。
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引用次数: 0
The study on the decay law of Weibull distribution shape parameters for the residual strength of composite materials 复合材料残余强度威布尔分布形状参数衰减规律研究
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-09-01 DOI: 10.1007/s00419-025-02932-2
Chaozhi Yang, Yi Sun, Zhiqiang Yang, Shuai Ma, Zhengxuan Guan

During the fatigue process, the variability in the residual strength of the composite gradually increased. This paper examined the transformation law of Weibull parameters for residual strength as a function of cycle count using experimental data and a literature review. The findings indicated that the attenuation of the shape parameters was tied to the degradation behavior of residual strength. Data from three distinct composite systems further indicate an approximately linear relationship between the shape parameter and residual strength, although additional validation is required under other loading and material conditions. A revised Weibull distribution model was introduced, enhancing the decay law of the shape parameters. The model better described the shape parameter, enabling accurate prediction of the variability in residual strength. With known Weibull parameters for material strength and fatigue performance, along with the law governing the weakening of residual strength, the probability distribution of strength after any number of cycles could be estimated.

在疲劳过程中,复合材料残余强度的变异性逐渐增大。利用实验数据和文献综述,研究了残余强度威布尔参数随循环次数的变化规律。研究结果表明,形状参数的衰减与残余强度的退化行为有关。来自三种不同复合材料系统的数据进一步表明,形状参数和残余强度之间存在近似线性关系,尽管需要在其他载荷和材料条件下进行额外的验证。引入了一种修正的威布尔分布模型,增强了形状参数的衰减规律。该模型更好地描述了形状参数,能够准确预测残余强度的变化。已知材料强度和疲劳性能的威布尔参数,以及残余强度减弱的规律,可以估计任意次数循环后强度的概率分布。
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引用次数: 0
Immersed isogeometric analysis with boundary conformal quadrature for finite deformation elasticity 有限变形弹性的边界共形正交浸没等距分析
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-31 DOI: 10.1007/s00419-025-02924-2
Yusuf T. Elbadry, Pablo Antolín, Oliver Weeger

Numerical simulation of complex geometries can be an expensive and time-consuming undertaking, in particular due to the lengthy preparation of geometry for meshing and the meshing process itself. To tackle this problem, immersed boundary and fictitious domain methods rely on embedding the physical domain into a Cartesian grid of finite elements and resolving the geometry only by adaptive numerical integration schemes. However, the accuracy, robustness, and efficiency of immersed or cut cell approaches depends crucially on the integration technique applied on trimmed cells. This issue becomes more apparent in nonlinear problems, where intermediate solution steps are necessary to achieve convergence. In this work, we adopt an innovative algorithm for boundary conformal quadrature that relies on a high-order B-spline re-parameterization of trimmed elements to address small and large deformation elasticity problems. We accomplish this using spline-based immersed isogeometric analysis, which eliminates the need for body conformal finite element mesh. The integration points are obtained by applying classical Gauss quadrature to conformal re-parameterizations of the cut elements, whereas the discretization itself is not refined. This ensures a precise integration with minimum quadrature points and degrees of freedom. The proposed immersed isogeometric analysis with boundary conformal quadrature is evaluated on benchmark problems for 2D linear and nonlinear elasticity. The results show convergence with optimal rates in h-and k-refinement, thus demonstrating the efficiency and the precision of the method. As demonstrated, in conjunction with the simple to implement penalization and deformation map resetting approaches in the fictitious domain, it performs robustly also for finite deformations. Furthermore, it is exemplified that the method can be easily applied for multiscale homogenization of microstructured materials in the large deformation regime.

复杂几何图形的数值模拟可能是一项昂贵且耗时的工作,特别是由于网格划分和网格划分过程本身的漫长准备几何图形。为了解决这一问题,浸入边界和虚拟域方法依赖于将物理域嵌入到有限元的笛卡尔网格中,并且仅通过自适应数值积分方案来求解几何形状。然而,浸入或切割细胞方法的准确性、鲁棒性和效率关键取决于在修剪细胞上应用的集成技术。这个问题在非线性问题中变得更加明显,在非线性问题中,中间解步骤是实现收敛所必需的。在这项工作中,我们采用了一种创新的边界共形正交算法,该算法依赖于裁剪元素的高阶b样条重新参数化来解决大小变形弹性问题。我们使用基于样条的浸没等高分析来实现这一点,从而消除了对身体保形有限元网格的需要。积分点是采用经典高斯正交法对切割单元进行保形再参数化得到的,而离散化本身没有进行细化。这确保了最小正交点和自由度的精确积分。在二维线性和非线性弹性基准问题上,对边界共形正交的浸入式等几何分析方法进行了评价。结果表明,该方法在h-和k-细化方面具有最优的收敛速度,从而证明了该方法的效率和精度。如所示,结合虚拟域中简单实现的惩罚和变形映射重置方法,该方法对有限变形也具有鲁棒性。结果表明,该方法易于应用于大变形状态下微结构材料的多尺度均匀化。
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引用次数: 0
Wave dispersion analysis with FGM face layers and GPL-reinforced metallic foam core thermally loaded sandwich nanoplate using NSGT FGM面层与gpl增强金属泡沫芯热加载夹层纳米板的波频散分析
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-29 DOI: 10.1007/s00419-025-02919-z
Adem Fatih Ozalp, Ismail Esen

This study investigates the wave propagation characteristics of functionally graded ZrO2 and Nickel sandwich surface plate with Nickel foam core under various influencing factors, including power-law index, temperature rise, porosity, nonlocal parameter, size parameter, and graphene platelet reinforcement (GPLR) as well as different core distributions. Flexural, longitudinal, and shear wave modes were analyzed using Hamiltonian principle in order to establish small-scale (axial-shear-bending) governing equations utilizing refined shear deformation theory (RSDT) of plate in combination with nonlocal strain gradient theory (NSGT) and validated against published results. The wave responses of the nanoplate, considered with free boundary conditions, are analytically obtained by solving the governing equations. The effects of surface material gradation, thermal expansion, and elastic moduli on phase velocity, wave frequency, and group velocity were systematically explored. Results indicate that a zero-power index surface (ceramic) yields the highest wave properties due to superior stiffness while rising temperature and increasing foam porosity reduce wave velocities and frequencies due to softening effects. Nonlocal parameter increments lower phase and group velocities, whereas size parameter enhancements improve wave properties. Additionally, GPL reinforcement significantly enhances wave propagation behavior, demonstrating its potential for optimizing nanoplate performance. The study offers crucial insights for designing FG nanoplates for advanced thermal and mechanical applications, highlighting the tunability of wave propagation through material and structural modifications.

在幂律指数、温升、孔隙率、非局部参数、尺寸参数、石墨烯血小板增强(GPLR)等多种影响因素以及不同芯层分布的情况下,研究了泡沫镍芯的功能梯度ZrO2和镍夹层表面板的波传播特性。利用哈密顿原理分析弯、纵、剪切波模式,结合非局部应变梯度理论(NSGT)建立小规模(轴向-剪切-弯曲)控制方程,并对已发表的结果进行验证。通过求解控制方程,得到了考虑自由边界条件下纳米片的波动响应。系统地探讨了表面材料梯度、热膨胀和弹性模量对相速度、波频率和群速度的影响。结果表明,零功率指数表面(陶瓷)由于其优越的刚度而产生最高的波浪特性,而温度升高和泡沫孔隙率增加则由于软化效应而降低波速和频率。非局域参数的增加降低了相速度和群速度,而尺寸参数的增强提高了波的性质。此外,GPL增强显著增强了波的传播行为,证明了其优化纳米片性能的潜力。该研究为设计用于高级热学和机械应用的FG纳米板提供了重要见解,突出了波通过材料和结构修改传播的可调性。
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引用次数: 0
Correction: Effect of temperature and moisture on static and dynamic behavior of delaminated composite structure and control using integrated AFC 修正:温度和湿度对分层复合材料结构静态和动态性能的影响以及使用集成AFC的控制
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-29 DOI: 10.1007/s00419-025-02916-2
Jayant Prakash Varun, Prashanta Kr. Mahato
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引用次数: 0
Photo-thermoelastic wave propagation in porous semiconductor metamaterials with coupled plasma and thermal effects 具有耦合等离子体和热效应的多孔半导体超材料中的光热弹性波传播
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-26 DOI: 10.1007/s00419-025-02931-3
Gamal M. Ismail, Engin Can, Hala H. Taha, Alaa A. El-Bary, Eslam Elidy, Khaled Lotfy

This paper presents a novel photo-thermoelastic wave model that integrates porosity effects, plasma interactions, and band-gap engineering within a semiconductor metamaterial framework under different boundary and excitation conditions. Due to its engineered porosity and periodic structure, a porous metamaterial is a structured composite material with unique mechanical, thermal, or wave propagation properties. The primary motivation behind this research is to explore how porosity-induced microvoids, thermal relaxation effects, and electron-plasma interactions influence the propagation of thermoelastic waves in porous semiconductor metamaterials. Introducing plasma wave interactions in the metamaterial framework, accounting for electron diffusion, recombination, and their influence on mechanical and thermal fields. Applying a normal mode technique to derive and solve governing differential equations in two dimensions that describe elastic, thermal, and plasma waves in a porous semiconductor metamaterial. The results indicate that by tuning porosity levels, carrier diffusion parameters, and thermal relaxation times, wave propagation in semiconductor metamaterials can be engineered for optimized energy transfer and signal processing applications.

本文提出了一种新的光热弹性波模型,该模型在不同的边界和激发条件下集成了半导体超材料框架内的孔隙效应、等离子体相互作用和带隙工程。由于多孔性和周期性结构,多孔超材料是一种结构复合材料,具有独特的机械、热或波传播特性。这项研究背后的主要动机是探索孔隙率诱导的微空洞、热松弛效应和电子-等离子体相互作用如何影响多孔半导体超材料中热弹性波的传播。在超材料框架中引入等离子体波相互作用,计算电子扩散、复合及其对机械和热场的影响。应用正模技术推导并求解描述多孔半导体超材料中弹性波、热波和等离子体波的二维控制微分方程。结果表明,通过调整孔隙度水平、载流子扩散参数和热松弛时间,可以设计半导体超材料中的波传播,以优化能量传递和信号处理应用。
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引用次数: 0
A continuum model for phase transformations in the glass production based on Hamilton principle 基于汉密尔顿原理的玻璃生产相变连续统模型
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-26 DOI: 10.1007/s00419-025-02928-y
M. Soleimani, T. Bode, T. Rudolf, P. Junker

Glass is an extensively used material in numerous branches such as automotive and aerospace industries as well as residential construction. The conventional production methods of glass are either subtractive or molding-based. However, for geometrically complex structures, additive manufacturing techniques are inevitable. Additive manufacturing of glass is a relatively new field especially when it comes to mathematical modeling and numerical simulation. A continuum-based mathematical model based on extended Hamilton’s principle is developed in this paper for phase transformation during the manufacturing process. The application of the model can be in the simulation of laser powder bed fusion (L-PBF) method. Since the focus is on modeling the phase change, mechanical deformation is excluded from the energy formulation. Three distinct phases, namely crystalline powder, liquid (molten), and amorphous solid, is considered, and the transformation of these phases is thermally driven. Whether a molten material turns into either crystalline or amorphous solid depends on the cooling rate. The proposed model is naturally capable of switching between these two paths in an energetic framework. To find an optimal setting for the manufacturing process in glass industry, numerical tools are remarkable alternatives to trial-and-error procedures which are time-consuming and expensive. The mathematical model is implemented using AceGen in the framework of finite element method leading to an in-house user element that can be invoked by many FE solver.

玻璃是一种广泛应用于汽车和航空航天工业以及住宅建筑等众多领域的材料。传统的玻璃生产方法要么是减法,要么是模塑法。然而,对于几何复杂的结构,增材制造技术是不可避免的。玻璃增材制造是一个相对较新的领域,特别是在数学建模和数值模拟方面。本文建立了一种基于扩展汉密尔顿原理的连续体相变数学模型。该模型可应用于激光粉末床熔合(L-PBF)方法的仿真。由于重点是对相变进行建模,因此在能量公式中排除了机械变形。考虑了三种不同的相,即结晶粉末、液体(熔融)和非晶固体,这些相的转变是热驱动的。熔化的物质是变成结晶还是变成无定形固体取决于冷却速度。所提出的模型自然能够在一个有活力的框架中在这两条路径之间切换。为了在玻璃工业中找到制造过程的最佳设置,数值工具是替代耗时且昂贵的试错程序的显着选择。该数学模型在有限元法框架下使用AceGen实现,形成一个内部用户单元,可被多个有限元求解器调用。
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引用次数: 0
Transient responses of an eccentric Mode-III crack in a piezoelectric semiconductor strip 压电半导体带偏心iii型裂纹的瞬态响应
IF 2.5 3区 工程技术 Q2 MECHANICS Pub Date : 2025-08-25 DOI: 10.1007/s00419-025-02926-0
Xing Zhao, Lei Zhou, Jinxi Liu

This paper investigates the transient fracture behaviors of an eccentric crack in a n-type piezoelectric semiconductor (PSC) strip subjected to anti-plane shear mechanical and in-plane electrical impacts. By employing Laplace and Fourier transform, the mixed boundary value problem is reduced to a standard Cauchy singular integral equation of the first kind, which is subsequently solved numerically to obtain the dynamic field intensity factors and energy release rate near the crack tip. Numerical results demonstrate that material conductivity promotes crack propagation under mechanical loading but suppresses it under electrical loading. Furthermore, thinner PSC layers and cracks positioned closer to the boundaries significantly increase structural risks. These findings may provide valuable theoretical insights for optimizing the performance and ensuring the long-term reliability of PSC devices.

研究了n型压电半导体(PSC)带材偏心裂纹在反面剪切和面内电冲击作用下的瞬态断裂行为。采用拉普拉斯和傅里叶变换,将混合边值问题转化为第一类标准柯西奇异积分方程,对其进行数值求解,得到裂纹尖端附近的动态场强因子和能量释放率。数值结果表明,材料导电性在机械载荷作用下促进裂纹扩展,在电载荷作用下抑制裂纹扩展。此外,更薄的PSC层和更靠近边界的裂缝显著增加了结构风险。这些发现可能为优化PSC器件的性能和确保其长期可靠性提供有价值的理论见解。
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引用次数: 0
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Archive of Applied Mechanics
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