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New buckling analysis of plate assemblies: Analytical solutions 新的板组件屈曲分析:解析解
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-01 DOI: 10.1016/j.ijsolstr.2025.113799
Zhaoyang Hu , Rui Li
This work introduces novel analytical solutions for the buckling of non-Lévy-type plate assemblies with line hinges and line supports, overcoming the constraints of current methods that concentrate primarily on Lévy-type cases. By utilizing the domain partitioning, we effectively divide plate assemblies into subplates free of internal discontinuities, facilitating the application of the symplectic superposition to derive analytical solutions with satisfactory convergence. Comparisons with the finite element method and the Ritz method confirm the reliability of the obtained buckling solutions. Comprehensive parametric studies reveal the significant effects of the hinge/support positions and the aspect ratios on the critical buckling loads. Moreover, the analytical framework developed in this paper is versatile enough to accommodate mixed boundary conditions and can be extended to thermal buckling. This research not only fills a gap in the existing literature but also deepens the understanding of buckling phenomena in line-hinged and line-supported plate assemblies.
本文介绍了具有线铰链和线支撑的非l型板组件的屈曲的新的分析解决方案,克服了目前主要集中在l型情况下的方法的限制。通过区域划分,我们有效地将板块组合划分为没有内部不连续的子板块,从而便于应用辛叠加导出收敛性令人满意的解析解。通过与有限元法和Ritz法的比较,验证了所得屈曲解的可靠性。综合参数研究表明,铰/支承位置和长径比对临界屈曲载荷有显著影响。此外,本文建立的分析框架具有足够的通用性,可以适应混合边界条件,并可以扩展到热屈曲。本研究不仅填补了现有文献的空白,而且加深了对线铰和线支板组合的屈曲现象的理解。
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引用次数: 0
Constrained swelling of stretchable ionic conductors with compliant encapsulations 柔性封装可拉伸离子导体的约束膨胀
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-08 DOI: 10.1016/j.ijsolstr.2025.113806
Qingxian Li, Canhui Yang
Stretchable ionic conductors such as ionic hydrogels are the key functional materials for emerging applications, yet they are susceptible to composition fluctuation caused by swelling, which adversely alters their mechanical and electrical properties and limits their utility. Encapsulation with an elastomeric coating offers an effective means to suppress excessive swelling, however, the absence of quantitative mechanics analysis has significantly hindered rational designs and broader applications. Herein, we develop a theoretical model for the constrained swelling of an encapsulated structure comprising a cylindrical ionic conductor core and a non-absorbing elastomeric coating. We analyze the mechanics at equilibrium, providing quantitative insights into the deformation and stress fields, osmotic pressure, and solvent concentration distribution. The influence of key parameters—such as the modulus and thickness of the coating, the modulus and solvent-polymer affinity of the ionic conductor, environmental chemical potential and externally applied loads—on equilibrium solvent uptake is systematically evaluated. The proposed model elucidates the fundamental principles underlying compliantly constrained swelling in stretchable ionic conductors, thereby offering a robust theoretical foundation for the design and application of encapsulated ionic devices.
可拉伸离子导体(如离子水凝胶)是新兴应用的关键功能材料,但它们容易受到膨胀引起的成分波动的影响,这对其机械和电气性能产生不利影响,限制了它们的应用。弹性体涂层的封装提供了抑制过度膨胀的有效手段,然而,缺乏定量力学分析严重阻碍了合理的设计和更广泛的应用。在此,我们建立了一个由圆柱形离子导体核心和非吸收弹性涂层组成的封装结构的约束膨胀的理论模型。我们分析了平衡状态下的力学,提供了对变形和应力场、渗透压和溶剂浓度分布的定量见解。系统地评价了涂层的模量和厚度、离子导体的模量和溶剂-聚合物亲和性、环境化学势和外源载荷等关键参数对平衡溶剂吸收的影响。该模型阐明了可拉伸离子导体中顺从约束膨胀的基本原理,从而为封装离子器件的设计和应用提供了坚实的理论基础。
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引用次数: 0
Finite-deflection peeling of elastic films with adhesive heterogeneity 粘接非均质弹性膜的有限挠曲剥落
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-05 DOI: 10.1016/j.ijsolstr.2025.113803
Xuebo Yuan
Film–substrate systems are ubiquitous in biological adhesion, multi-chip packaging, flexible electronics, and nanomaterials, with peeling behavior directly influencing structural stability and functionality. However, the peeling mechanics of films with adhesive heterogeneity are not yet fully understood. In this work, the peeling behavior of elastic films with spatially varying adhesion under a vertical peeling force, bonded to a rigid substrate, is investigated. Based on the principle of minimum potential energy, a large-deformation mechanics model for peeling heterogeneous films is developed within finite deflection and validated using molecular dynamics simulations. The results show that adhesive heterogeneity can markedly influence the evolution of the peeling force. When the peeling front traverses segments with different adhesion toughness, the resulting increase or decrease in peeling force depends on the segment adhesion, segment length, and overall geometrical proportions. Periodically heterogeneous films exhibit oscillatory peeling forces, with amplitudes regulated by the period length and adhesive distribution, which can be approximated by a homogeneous film with equivalent adhesion toughness. The variations in peeling force primarily result from the redistribution of bending energy within the film and the work required to overcome interfacial interactions. The findings provide a theoretical foundation for tuning the peeling behavior of film–substrate systems.
薄膜-衬底系统在生物粘附、多芯片封装、柔性电子和纳米材料中无处不在,剥离行为直接影响其结构稳定性和功能。然而,具有黏合剂非均质性的薄膜的剥离机理尚未完全了解。在这项工作中,研究了具有空间变化的粘附力的弹性薄膜在垂直剥离力作用下与刚性衬底结合的剥离行为。基于最小势能原理,建立了非均质薄膜在有限挠度下剥落的大变形力学模型,并通过分子动力学模拟进行了验证。结果表明,胶粘剂的非均质性对剥离力的演化有显著影响。当剥离前端穿过不同粘附韧性的线段时,剥离力的增加或减少取决于线段的粘附力、线段长度和整体几何比例。周期性非均质膜表现出振荡剥离力,其振幅受周期长度和胶粘剂分布的调节,可以近似为具有等效粘附韧性的均匀膜。剥离力的变化主要是由于薄膜内弯曲能量的重新分配和克服界面相互作用所需的功。研究结果为调整薄膜-衬底体系的剥离行为提供了理论基础。
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引用次数: 0
High-frequency vertical vibration of a rigid impermeable disk on a saturated poroelastic half-space 饱和孔弹性半空间上刚性不透水圆盘的高频垂直振动
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-24 DOI: 10.1016/j.ijsolstr.2025.113816
Linlong Mu , Tao Zhou , Yimin Lu , Maosong Huang
Understanding the vertical dynamic impedance of rigid foundations on saturated soils is critical for offshore and marine infrastructure design but remains challenging due to coupled solid–fluid interactions and complex boundary conditions. While previous studies often assume interface conditions − either fully permeable or fully impermeable, practical scenarios like suction bucket involve mixed-permeability boundaries, a problem rarely addressed rigorously under high-frequency excitation. This study presents a semi-analytical solution for the high-frequency vertical vibration of a rigid impermeable circular disk resting on a saturated poroelastic half-space. The governing equations, derived from Biot’s theory, are solved using displacement potential functions and Hankel integral transforms, fully incorporating the compressibility of both the soil skeleton and pore fluid. A dual integral equation describing the mixed boundary conditions at the impermeable disk interface is established and transformed into a numerically solvable second-kind Fredholm integral equation. The solution is validated against time-domain finite element simulations and classical results, showing excellent agreement across a wide frequency range. Parametric studies reveal that Poisson’s ratio and porosity significantly influence dynamic compliance in the high-frequency regime, while the compressibility of the solid and fluid phases plays a minor role. Interface permeability is shown to substantially affect the dynamic response in highly permeable soils, but has negligible impact in low-permeability conditions. These findings enhance the theoretical framework for soil-structure interaction in saturated media and provide a robust tool for designing dynamically loaded seabed-mounted foundations.
了解饱和土壤上刚性基础的垂直动力阻抗对于海上和海洋基础设施的设计至关重要,但由于固-流耦合相互作用和复杂的边界条件,仍然具有挑战性。虽然以前的研究通常假设界面条件-完全渗透或完全不渗透,但实际情况(如吸力桶)涉及混合渗透边界,这一问题很少在高频激励下得到严格解决。本文研究了饱和孔弹性半空间上刚性不透水圆盘的高频垂直振动的半解析解。控制方程由Biot理论导出,利用位移势函数和Hankel积分变换求解,充分考虑了土骨架和孔隙流体的可压缩性。建立了描述不透水盘界面混合边界条件的对偶积分方程,并将其转化为数值可解的第二类Fredholm积分方程。通过时域有限元仿真和经典结果验证了该方法的有效性,在较宽的频率范围内显示出良好的一致性。参数化研究表明,泊松比和孔隙率对高频区动态柔度有显著影响,而固相和流相的可压缩性影响较小。界面渗透性对高渗透土的动力响应有显著影响,而对低渗透土的影响可以忽略不计。这些发现增强了饱和介质中土-结构相互作用的理论框架,并为设计动态加载的海床基础提供了强有力的工具。
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引用次数: 0
Mesoscale mechanical responses corresponding to the elastic moduli of compacted Antarctic snow near Zhongshan Station 中山站附近南极压实雪弹性模量的中尺度力学响应
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-19 DOI: 10.1016/j.ijsolstr.2025.113810
Enzhao Xiao , Hao Wang , Jibin Ding , Xueyuan Tang , Bo Sun , Zhenxuan Yin , Tong Han , Yihe Wang
As one of the most fundamental mechanical properties of snow, the elastic modulus is necessary for diverse applications including avalanche modelling as well as designs and constructions of snow infrastructures. Against the backdrop that snow densities are insufficient to fully parameterize snow elastic moduli, relating mesoscale parameters beyond density to snow elastic moduli is a critical and longstanding problem which hinders accurate parameterizations of snow elastic moduli. However, as an important step towards solving this problem, the mesoscale mechanical responses corresponding to snow elastic moduli have rarely been quantitatively analyzed. In this study we investigate the mesoscale mechanical responses corresponding to the elastic moduli of compacted Antarctic snow near Zhongshan Station. Firstly, the P wave propagation experiments are employed to quantify the effects of density and sintering time on the elastic modulus, and microstructures of compacted Antarctic snow are obtained from X-ray tomography images. Afterwards the finite element method based mesoscale simulations are validated against the measured elastic modulus from the P wave propagation experiments. Finally, the mesoscale mechanical responses for uniaxial compressions are quantitatively analyzed based on the mesoscale simulation results. It is found that for the considered densities and sintering times, the volume ratio of tensile stresses in the loading direction range from 3.25% to 9.46%, and the volume ratio of compressive stresses larger than the nominal compressive stress in the loading direction range from 38.66% to 44.22%. Bending moments in the cross sections perpendicular to the loading direction exist and are uncorrelated to the statical moment of area, yet the average bending moments depend on the average statical moment of area among cross sections perpendicular to the loading direction. By scrutinizing the stress distributions within the microstructures, the connected local force transmitting channel throughout the microstructure in the loading direction is identified as a necessary condition for load-bearing force chains. Additionally, the potential of the directional connectivity and the structure thickness to parameterize snow elastic moduli are discussed.
作为雪最基本的力学特性之一,弹性模量在雪崩建模以及雪基础设施的设计和建设等多种应用中都是必需的。在雪密度不足以充分参数化雪弹性模量的背景下,将密度以外的中尺度参数与雪弹性模量联系起来是一个长期存在的关键问题,它阻碍了雪弹性模量的准确参数化。然而,作为解决这一问题的重要一步,雪弹性模量对应的中尺度力学响应很少被定量分析。本文研究了中山站附近南极压实积雪弹性模量对应的中尺度力学响应。首先,利用P波传播实验量化密度和烧结时间对弹性模量的影响,并利用x射线断层扫描图像获得南极雪压实后的微观结构。然后,将基于有限元方法的中尺度模拟与纵波传播实验的实测弹性模量进行了验证。最后,基于中尺度模拟结果,定量分析了单轴压缩的中尺度力学响应。结果表明,在考虑密度和烧结次数的情况下,加载方向上拉应力的体积比在3.25% ~ 9.46%之间,压应力大于标称压应力的体积比在38.66% ~ 44.22%之间。垂直于荷载方向的截面上存在弯矩,且弯矩与面积静矩无关,而平均弯矩取决于垂直于荷载方向的截面上的平均面积静矩。通过观察微观结构内部的应力分布,确定了在加载方向上,整个微观结构中存在连通的局部传力通道,这是承载力链的必要条件。此外,还讨论了方向连通性和结构厚度参数化积雪弹性模量的潜力。
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引用次数: 0
A energy-based coupling approach of peridynamic and classical continuum mechanics for FGM brittle fractures 基于能量的FGM脆性断裂周动力与经典连续介质力学耦合方法
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-03-01 Epub Date: 2025-12-11 DOI: 10.1016/j.ijsolstr.2025.113802
Shaoqi Zheng , Yanfu Chen , Jiwei Zhang , Jieqiong Zhang , Zihao Yang
This study proposes a coupling method that integrates local and nonlocal continuum mechanics to predict brittle fractures in functionally graded materials (FGMs). The main advantage of this approach is its ability to combine the strengths of classical continuum mechanics (CCM) and bond-based peridynamics (BPD), enabling accurate and efficient fracture simulations in FGMs. By establishing a pointwise equivalence of deformation energy density, an equivalent continuum mechanics model is derived from the bond-based peridynamic framework for FGMs and the relationship between the equivalent stiffness tensors and the micromodulus of the BPD model is formulated. These two models are then coupled into a unified system of equations, with a transition region introduced to ensure a smooth connection between them. The nonlocal BPD model is applied specifically to the fracture region, while the local CCM is employed in areas undergoing continuous deformation, thereby significantly reducing the computational cost of FGM fracture simulations. The convergence of the coupling model to CCM is demonstrated through rigorous mathematical analysis. Finally, the accuracy and efficiency of the coupling method are verified through two- and three-dimensional numerical examples.
本研究提出一种结合局部和非局部连续介质力学的耦合方法来预测功能梯度材料(fgm)的脆性断裂。该方法的主要优点是能够结合经典连续介质力学(CCM)和基于键合的周动力学(BPD)的优势,从而实现精确、高效的fgm断裂模拟。通过建立变形能密度的点向等效,在基于键合的环动力框架下建立了等效连续介质力学模型,并推导了等效刚度张量与微模量之间的关系。然后将这两个模型耦合成一个统一的方程组,并引入过渡区域以确保它们之间的平滑连接。非局部BPD模型专门用于断裂区域,局部CCM模型用于连续变形区域,从而大大降低了FGM断裂模拟的计算成本。通过严格的数学分析,证明了耦合模型对CCM的收敛性。最后,通过二维和三维数值算例验证了该耦合方法的准确性和有效性。
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引用次数: 0
Time and space multiscale modeling of the high cycle fatigue of polymer solids and structures 聚合物固体及结构高周疲劳的时空多尺度建模
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-02-01 Epub Date: 2025-11-18 DOI: 10.1016/j.ijsolstr.2025.113767
I. Doghri , M. Haddad , G. Tsilimidos , Y. Ru , M. Lackner , Z. Major
High cycle fatigue (HCF) of solids and structures made of thermoplastic polymers is predicted with a new time and space multiscale formulation. The microstructure is viewed as being made of a viscoelastic (VE) matrix phase with small concentrations of process-induced pores and viscoelastic–viscoplastic (VEVP) damaging weak spots, which have almost no visible influence on the structural response but are responsible eventually for fatigue failure. The structure is first computed as being VE, using a Laplace-Carson based formulation enabling to compute accurate histories of strain and stress fields at a very reduced cost, which is also independent of the number of cycles. Next, the full VEVP solution for any heterogeneous representative volume element (RVE) is computed by coupling time homogenization with space homogenization. The former theory uses fast and slow time scales and asymptotic time expansions, while the latter is based on mean-field homogenization via the incremental-secant model. Coupled time and space homogenization enables to compute complete RVE solution histories at extremely limited cost. The number of cycles to failure at the macroscale is predicted when microscale damage in the weak spots reaches a critical value. The numerical accuracy of the new formulation is verified against reference solutions, and its predictions compared against experimental S-N curves for additively manufactured hollow and notched cylindrical specimens of TPU material, under displacement or force controlled HCF.
用一种新的时间和空间多尺度公式预测了热塑性聚合物固体和结构的高周疲劳。微观结构被认为是由粘弹性(VE)基体相组成的,其中含有少量的工艺诱导孔隙和粘弹粘塑性(VEVP)损伤薄弱点,这些薄弱点对结构响应几乎没有明显的影响,但最终会导致疲劳破坏。该结构首先被计算为VE,使用基于拉普拉斯-卡森的公式,能够以非常低的成本计算准确的应变和应力场历史,这也与循环次数无关。接下来,通过耦合时间均匀化和空间均匀化,计算任何异质代表性体积元(RVE)的完整VEVP解。前者使用快、慢时间尺度和渐近时间展开式,而后者则基于增量-割线模型的平均场均匀化。耦合的时间和空间均质化能够以极有限的成本计算完整的RVE解决方案历史。当薄弱点的微尺度损伤达到临界值时,在宏观尺度上预测到失效的循环次数。通过参考解验证了新公式的数值精度,并将其预测结果与增材制造TPU材料空心和缺口圆柱形试样在位移或力控HCF下的实验S-N曲线进行了比较。
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引用次数: 0
New deformable element with arbitrary polygon shape for continuous modeling of limit analysis 一种可变形的任意多边形单元,用于极限分析的连续建模
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-02-01 Epub Date: 2025-11-07 DOI: 10.1016/j.ijsolstr.2025.113745
Yiwei Hua, Gabriele Milani
This paper proposes two alternatives for the polygon discretization in the finite element limit analysis. The construction of the upper bound limit analysis for the constant-strain polygon element is first presented. However, when implementing it to analyze the strip footing problems, a severe locking effect is observed in the results, which stems from the constant-strain assumption. Further sensitivity analysis demonstrates that such a locking issue becomes significant when using polygons with complex or concave shapes. The volumetric incompressible effect will also appear in both polygon and triangular meshes in the zero-friction case, and this is more remarkable in the polygon case because of the severe interlocking among the elements. The corresponding optimization problem will become unsolvable. An approximated solution can still be obtained by including spurious interfacial friction though. Finally, to theoretically resolve the locking problem, another type of polygon element with piecewise-constant strain is developed. Reproducing the previously considered strip footing problems through the new element, the results indicate that the polygon locking is largely released after introducing the strain variation in the elements. The analysis gives an accurate load prediction within an acceptable computational cost, presenting a great edge in precision and robustness against the established triangular elements. Nonetheless, the constant-strain polygon can remain employed in some scenarios where the locking effect is not obvious, taking merit from its great efficiency.
本文提出了有限元极限分析中多边形离散化的两种替代方法。提出了恒应变多边形单元上限分析的构造方法。然而,当将其应用于分析条形基础问题时,结果中观察到严重的锁紧效应,这源于恒应变假设。进一步的灵敏度分析表明,当使用具有复杂形状或凹形状的多边形时,这种锁定问题变得非常重要。在零摩擦情况下,多边形和三角形网格也会出现体积不可压缩效应,并且由于单元之间的严重联锁,多边形网格的体积不可压缩效应更为显著。相应的优化问题将变得不可解。通过考虑伪界面摩擦,仍然可以得到近似解。最后,为了从理论上解决锁紧问题,提出了另一种分段恒应变多边形单元。通过新单元再现了先前考虑的条形基础问题,结果表明,在单元中引入应变变化后,多边形锁定在很大程度上得到了释放。该分析在可接受的计算成本内给出了准确的载荷预测,在精度和鲁棒性方面对已建立的三角形元素具有很大的优势。尽管如此,在一些锁定效应不明显的情况下,恒应变多边形仍然可以使用,其效率很高。
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引用次数: 0
Microstructural dependence and reduction of the size of the representative volume element in polycrystals: Case of cubic and hexagonal elasticity 多晶体中代表性体积元的微观结构依赖和尺寸减小:立方和六边形弹性的情况
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-02-01 Epub Date: 2025-11-21 DOI: 10.1016/j.ijsolstr.2025.113783
Romain Quey
Closed-form expressions of the size of the representative volume element are determined for computing the elastic moduli of polycrystalline materials with cubic and hexagonal crystal symmetries. The size of the representative volume element corresponds to the number of grains needed in a polycrystal, N, to compute a property of the material (an elastic modulus) with a given error, e. The elastic moduli are computed using periodic polycrystals and finite element simulations. A typical, experimental grain-growth microstructure is considered as a reference case, and the microstructure properties are then modified. This allows us to determine the effect of the different microstructural properties on the error (e). The relationship between the error (e) and the size of the representative volume element (N) is shown to be e=a/N, where a depends on both the crystal anisotropy of the material and the variability of the effective orientation distribution of the microstructure. This variability in turn arises from the cumulative effects of two main sources: the random sampling of the orientation distribution and the grain size distribution. Then, general expressions of a applying to all cubic and hexagonal-symmetry materials are determined. It is demonstrated that reducing the microstructural variability does not affect the computed elastic modulus values, thereby enabling the use of polycrystals with significantly fewer grains. For copper, the error in the computed shear modulus (e) can be reduced by a factor of 9.4 (for a given number of grains in a polycrystal, N), or equivalently, the number of grains needed in a polycrystal (N) can be reduced by a factor of about 90 (for a given error, e). Similar results are obtained for (hexagonal-symmetry) titanium and zinc, for which N can be reduced by factors of 140 and 45, respectively. The results also indicate that the size of the representative volume element (N) is smaller for hexagonal-symmetry materials than for cubic-symmetry materials, and smaller for the bulk modulus than for the shear modulus.
确定了具有代表性的体积单元尺寸的封闭表达式,用于计算具有立方和六方晶体对称性的多晶材料的弹性模量。代表性体积单元的大小对应于在给定误差下计算材料属性(弹性模量)所需的多晶晶粒数N。弹性模量是使用周期性多晶和有限元模拟计算的。以典型的实验性晶粒生长微观结构为参考案例,对其微观结构性能进行修正。这使我们能够确定不同微观结构特性对误差(e)的影响。误差(e)与代表性体积元(N)的大小之间的关系为e=a/N,其中a取决于材料的晶体各向异性和微观结构有效取向分布的可变性。这种可变性反过来又源于两个主要来源的累积效应:取向分布的随机抽样和晶粒尺寸分布。然后,确定了适用于所有立方体和六边形对称材料的a的一般表达式。结果表明,减少微观结构的可变性不会影响计算的弹性模量值,从而使使用晶粒明显减少的多晶体成为可能。对于铜,计算剪切模量(e)的误差可以减少9.4倍(对于给定数量的多晶,N),或者等效地,多晶(N)所需的晶粒数可以减少约90倍(对于给定误差,e)。对于(六边形对称的)钛和锌也得到了类似的结果,其中N可以分别降低140和45倍。结果还表明,六边形对称材料的代表性体积元(N)尺寸小于立方对称材料,体积模量小于剪切模量。
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引用次数: 0
A viscoelastic-plastic constitutive model for PEEK resin based on the physical model and artificial neural network 基于物理模型和人工神经网络的PEEK树脂粘弹塑性本构模型
IF 3.8 3区 工程技术 Q1 MECHANICS Pub Date : 2026-02-01 Epub Date: 2025-10-30 DOI: 10.1016/j.ijsolstr.2025.113738
FeiYang Zhao, Jinzhao Huang, Shangyang Yu, Jikai Yu, Licheng Guo
This study systematically investigates the viscoelastic–plastic mechanical behavior of thermoplastic composite matrix PEEK-5600G under wide temperature range (23-180 °C) and multi strain rate (0.00229-0.19361/s) conditions. Tensile and stress relaxation experiments under large strain conditions and temperature-dependent viscoelastic parameters were conducted to obtain true stress responses. A novel physics-informed data-driven approach was proposed, where an Artificial Neural Network (ANN) architecture was developed for flow stress prediction. Through a comparative analysis methodology of multiple ANN configurations, the optimized model was acquired, demonstrating exceptional predictive capability characterized by a Pearson’s correlation coefficient of R=0.9998, Mean Squared Error EMSE=1.12E5, and Average Absolute Relative Error EAAR=3.42%. Building upon experimental data and the optimized ANN framework, an incremental VK-ANN viscoelastic–plastic constitutive model was established by integrating Voigt–Kelvin viscoelastic theory with ANN-based flow rules. The corresponding VUMAT subroutine was implemented in the Abaqus/Explicit finite element code, with numerical simulations of tensile loading tests validating the model’s superior predictive accuracy.
本文系统地研究了热塑性复合材料基体PEEK-5600G在宽温度范围(23-180℃)和多应变速率(0.00229-0.19361/s)条件下的粘弹塑性力学行为。在大应变条件下和温度相关的粘弹性参数下进行了拉伸和应力松弛实验,获得了真实的应力响应。提出了一种新的物理信息数据驱动方法,其中开发了一种用于流动应力预测的人工神经网络(ANN)架构。通过对多个人工神经网络配置的对比分析,优化后的模型具有良好的预测能力,Pearson相关系数R=0.9998,均方误差EMSE=1.12E−5,平均绝对相对误差EAAR=3.42%。基于实验数据和优化后的人工神经网络框架,将voight - kelvin粘弹性理论与基于人工神经网络的流动规律相结合,建立了增量式VK-ANN粘弹塑性本构模型。在Abaqus/Explicit有限元代码中实现了相应的VUMAT子程序,并通过拉伸加载试验的数值模拟验证了该模型的优越预测精度。
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引用次数: 0
期刊
International Journal of Solids and Structures
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