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Capturing the fractocohesive length scale in elastomers through a statistical mechanics-based gradient enhanced damage model 通过基于统计力学的梯度增强损伤模型捕获弹性体的断裂内聚长度尺度
IF 5.3 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-10 DOI: 10.1016/j.jmps.2026.106504
S. Mohammad Mousavi, Jason Mulderrig, Brandon Talamini, Nikolaos Bouklas
This study aims to examine modeling flaw sensitivity in elastomers. The direct incorporation of polymer chain statistical mechanics considerations into a continuum stretch-based gradient-enhanced damage formulation, in turn, allows a representation of diffuse chain damage and fracture events that align with known micromechanical mechanisms. Through a series of numerical experiments, we simulate crack propagation and extract the fracture energy as an output of the model, while keeping track of the micromechanical signatures of diffuse chain damage that accommodate fracture propagation and eventually influence flaw sensitivity. Finally, by combining the fracture toughness and the work to rupture, we identify a fractocohesive length of the material, corresponding to the full width of the damage process zone. As the damage-to-fracture cascade in the proposed GED model is influenced by the the introduction of a length scale associated with network imperfection and long-range load transfer, the emerging relationship of the two length scales is discussed, providing a potential link between microscopic damage mechanisms and the observed macroscopic fracture response.
本研究旨在检验弹性体的建模缺陷敏感性。将聚合物链统计力学的考虑因素直接纳入基于连续拉伸的梯度增强损伤公式中,进而可以表示与已知微力学机制一致的弥散链损伤和断裂事件。通过一系列数值实验,模拟裂纹扩展并提取断裂能作为模型的输出,同时跟踪适应裂纹扩展并最终影响裂纹灵敏度的扩散链损伤的微观力学特征。最后,通过结合断裂韧性和断裂功,我们确定了材料的断裂内聚长度,对应于损伤过程区的全宽度。由于所提出的GED模型中的损伤-破裂级联受到与网络缺陷和远程载荷传递相关的长度尺度的影响,因此讨论了两种长度尺度之间的新关系,提供了微观损伤机制与观察到的宏观断裂响应之间的潜在联系。
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引用次数: 0
Multiscale Modeling of Coupled Thermo-Hydro-Mechanical-Chemical Behavior in Hydrate-Bearing Sediment 含水沉积物热-水-力-化学耦合行为的多尺度模拟
IF 5.3 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-09 DOI: 10.1016/j.jmps.2026.106512
Jidu Yu, Jidong Zhao, Weijian Liang
This study presents a hybrid continuum-discrete multiscale computational framework that integrates the material point method (MPM) and the discrete element method (DEM) to model fully coupled thermo-hydro-mechanical-chemical (THMC) behavior of hydrate-bearing sediments (HBS). Key innovation of the framework lies in its direct use of DEM to model microscale mechanisms, such as hydrate bond degradation, particle rearrangement, and pore evolution, thereby bypassing the need for conventional elastoplastic constitutive models to define effective stress. We show that a simple hydrate saturation-dependent contact model within the DEM can effectively reproduce characteristic shear and volumetric responses of HBS under various hydrate saturation and confining stresses. By embedding a DEM-based representative volume element (RVE) at each material point in the MPM grid, microscale mechanical behaviors are seamlessly homogenized to inform large-deformation macroscale multiphysics processes. Numerical simulations of biaxial compression and indenter penetration demonstrate the framework’s capability to capture critical phenomena, including shear band formation, shear-induced dilation, and the generation of negative excess pore pressure that drives localized hydrate dissociation. The results further reveal that while higher hydrate saturation enhances shear strength, it also promotes brittle failure and intensified dissociation. Conversely, increased confining stress suppresses volumetric dilation and stabilizes the sediment by mitigating the development of negative pore pressure. This multiscale approach provides a powerful new tool for elucidating complex THMC interactions in HBS, with important implications for assessing hydrate-related geohazards and optimizing gas extraction strategies.
本文提出了一种结合物质点法(MPM)和离散元法(DEM)的连续-离散多尺度混合计算框架,对含水沉积物(HBS)的热-水-机械-化学(THMC)完全耦合行为进行建模。该框架的关键创新在于直接使用DEM来模拟微观尺度机制,如水合物键降解、颗粒重排和孔隙演化,从而绕过了传统弹塑性本构模型来定义有效应力的需要。研究表明,在不同水合物饱和度和围应力条件下,简单的水合物饱和度依赖接触模型可以有效地再现HBS的剪切和体积特征响应。通过在MPM网格中的每个材料点嵌入基于dem的代表性体积单元(RVE),可以无缝地均匀化微尺度力学行为,从而为大变形的宏观多物理场过程提供信息。双轴压缩和压头穿透的数值模拟表明,该框架能够捕获关键现象,包括剪切带形成、剪切引起的膨胀以及产生负超孔隙压力,从而驱动局部水合物解离。结果进一步表明,较高的水合物饱和度在提高抗剪强度的同时,也促进了脆性破坏,加剧了解离。相反,围应力的增加抑制了体积膨胀,并通过减缓负孔隙压力的发展来稳定沉积物。这种多尺度方法为阐明HBS中复杂的THMC相互作用提供了强大的新工具,对评估水合物相关地质灾害和优化天然气开采策略具有重要意义。
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引用次数: 0
High strain rate behavior of liquid crystal elastomers 液晶弹性体的高应变率行为
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-05 DOI: 10.1016/j.jmps.2026.106501
Adeline Wihardja , Juan Carlos Nieto-Fuentes , Daniel Rittel , Kaushik Bhattacharya
Liquid crystal elastomers are rubbery solids that couple liquid crystalline order and deformation. This coupling leads to properties that are attractive for a number of applications in soft robotics and energy absorption. This paper is motivated by the latter application, and provides a systematic experimental study of a particular class of liquid crystal elastomers – the isotropic genesis polydomain liquid crystal elastomers – over a wide range of strain rates in tension and compression. An important aspect of this study is a novel tensile drop-tower that enables tensile strain rates of 100 s1 that are important to application but previously inaccessible. The paper also extends a recently proposed constitutive model to the high strain rate regime, and shows that it can be fit to describe the observed behavior across the full spectrum of loading conditions and strain rates examined.
液晶弹性体是一种结合液晶有序和变形的橡胶状固体。这种耦合导致了对软机器人和能量吸收的许多应用具有吸引力的特性。本文的动机是后一种应用,并提供了一个系统的实验研究的特定类别的液晶弹性体-各向同性成因多域液晶弹性体-在大范围内的应变速率的拉伸和压缩。这项研究的一个重要方面是一种新型的拉伸跌落塔,它可以使拉伸应变率达到100 s−1,这对应用很重要,但以前无法实现。本文还将最近提出的本构模型扩展到高应变率体系,并表明它可以适合于描述在加载条件和应变率检查的全谱中观察到的行为。
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引用次数: 0
A micro-informed thermodynamically consistent plasticity model for clays accounting for double porosity and fabric 考虑双重孔隙率和织物的粘土微知情热力学一致塑性模型
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-05 DOI: 10.1016/j.jmps.2026.106503
Angelo Amorosi , Yang Yu , Zhongxuan Yang , Fabio Rollo
Clays are natural materials characterised by a nonlinear and irreversible mechanical behaviour that originates from the complex internal microstructure composed by particles often arranged to form clusters. Despite the increasing availability of accurate laboratory techniques to measure the properties of clays at the microscale, most of the existing macroscopic constitutive models disregard their particulate nature, adopting scalar and tensorial variables that are treated as pure mathematical entities aimed at reproducing the mechanical response of this class of materials. In this paper, we develop a new constitutive model formulated within the framework of thermodynamics with internal variables, in which we have selected two scalar internal variables, intra- and inter-cluster void ratios, and a second order fabric tensor, to link the evolution of the porosity and the particles orientation at the microscale with the macroscopic mechanical behaviour of clays. Through a new strategy of initialisation of the internal variables based on direct microscale measurements, and incorporating the two interacting scales of porosity and fabric, the formulation can capture some relevant features of clays behaviour, such as small strain irreversibility, anisotropy and critical state, while maintaining the simplicity and the computational efficiency of a single-surface elasto-plastic model.
粘土是一种天然材料,其非线性和不可逆的力学行为源于其复杂的内部微观结构,这些微观结构由经常排列成簇的颗粒组成。尽管越来越多的实验室技术可以精确地测量粘土在微观尺度上的特性,但大多数现有的宏观本构模型忽略了它们的颗粒性质,采用标量和张量变量,这些变量被视为纯数学实体,旨在再现这类材料的力学响应。本文在热力学框架下建立了一个具有内变量的本构模型,选取团簇内和团簇间空隙比两个标量内变量,以及一个二阶织构张量,将孔隙度和颗粒取向的微观演化与粘土的宏观力学行为联系起来。通过基于直接微尺度测量的内部变量初始化策略,结合孔隙率和结构两个相互作用的尺度,该公式可以在保持单表面弹塑性模型的简单性和计算效率的同时,捕获粘土行为的一些相关特征,如小应变不可逆性、各向异性和临界状态。
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引用次数: 0
Combining stretching-dominated and bending-dominated dissipation behavior to optimize energy absorption in liquid crystal elastomer-based lattice structures 结合拉伸主导和弯曲主导耗散行为优化液晶弹性体晶格结构的能量吸收
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-02 DOI: 10.1016/j.jmps.2025.106497
Beijun Shen , Yuefeng Jiang , Christopher M. Yakacki , Sung Hoon Kang , Thao D. Nguyen
Architected materials that exploit buckling to trap energy are effective for impact protection, and their performance can be enhanced by incorporating liquid crystal elastomers (LCEs). Beyond conventional viscoelasticity, LCEs exhibit a highly dissipative, rate-dependent soft stress response in tension associated with mesogen rotation. Because buckling typically occurs at strains below the onset of this soft stress behavior, we introduced an LCE horizontal bar into a hexagonal structure composed of tilted LCE beams. Under compression, stretching of the horizontal bar reduces the angle of the tilted beams and suppresses buckling; however, the viscoelastic softening behavior of LCEs creates the opportunity to design geometries that activate both the buckling of the tilted beams and the large stretching of the horizontal bar. In this work, we characterized the rate-dependent uniaxial tensile response of two monodomain LCE materials with different crosslink densities and used these data to parameterize a nonlinear viscoelastic model for monodomain LCEs implemented in Abaqus/Standard as a user-defined element. Finite element simulations of the compression response of the hexagonal structures showed that energy absorption is maximized at an optimal thickness ratio between the horizontal bar and the tilted beams, which shifts with the relative moduli of the two structural components. This optimized configuration allows the beams to buckle before substantial stretching develops in the bar and absorbs up to 2.5 times the energy of a rigid-bar counterpart, depending on the effective strain rate and material pairing. The same optimized thickness ratio applies to lattices composed of stacked unit cells, which undergo sequential buckling and lateral stretching across adjacent layers. These interactions create local load-unload-reload cycles that increase per-layer dissipation with increasing number of layers and become more pronounced under repeated loading. Together, these results demonstrate that LCE-based lattice structures can be designed to hierarchically nest competing dissipation mechanisms across unit-cell and lattice length scales, providing a new strategy for optimizing energy absorption.
利用屈曲来捕获能量的结构材料可以有效地保护碰撞,并且可以通过加入液晶弹性体(LCEs)来增强其性能。除了传统的粘弹性外,LCEs在与介层旋转相关的张力中表现出高度耗散、速率相关的软应力响应。由于屈曲通常发生在低于这种软应力行为开始的应变下,因此我们在倾斜LCE梁组成的六边形结构中引入了LCE水平杆。受压时,水平杆的拉伸减小了倾斜梁的角度,抑制了屈曲;然而,lce的粘弹性软化行为为设计几何形状创造了机会,既可以激活倾斜梁的屈曲,也可以激活水平杆的大拉伸。在这项工作中,我们表征了两种具有不同交联密度的单畴LCE材料的速率相关单轴拉伸响应,并使用这些数据参数化在Abaqus/Standard中实现的单畴LCE的非线性粘弹性模型作为用户定义单元。对六角形结构压缩响应的有限元模拟表明,当水平杆与倾斜梁之间的厚度比达到最佳时,结构的能量吸收最大,该比例随两种结构构件的相对模量而变化。根据有效应变率和材料配对的不同,这种优化的结构允许梁在杆内产生大量拉伸之前弯曲,吸收的能量是刚性杆的2.5倍。同样的优化厚度比也适用于由堆叠的单元格组成的晶格,这些晶格在相邻层之间经历了顺序的屈曲和横向拉伸。这些相互作用产生了局部加载-卸载-重新加载循环,随着层数的增加,每层耗散增加,并且在重复加载下变得更加明显。总之,这些结果表明,基于lce的晶格结构可以设计成跨单元格和晶格长度尺度分层嵌套竞争耗散机制,为优化能量吸收提供了一种新的策略。
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引用次数: 0
A unified multi-perspective quadratic manifold for mitigating the Kolmogorov barrier in multiphysics damage 用于减轻多物理场损伤中Kolmogorov势垒的统一多视角二次流形
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2026-01-01 DOI: 10.1016/j.jmps.2025.106499
Qinghua Zhang , Stephan Ritzert , Jian Zhang , Jannick Kehls , Stefanie Reese , Tim Brepols
In multiphysics damage problems, material degradation is often modeled using local and/or global damage variables, whose evolution introduces strong nonlinearities and significant computational costs. Linear projection-based reduced-order models (ROMs) are widely used to accelerate these simulations but often fail to capture complex nonlinear damage evolution effectively. This limitation arises from the slow decay of the Kolmogorov n-width, which leads to a phenomenon known as the Kolmogorov barrier in linear approximation. To overcome this challenge, this study proposes a novel unified multi-perspective (multi-field and multi-state) quadratic manifold-based ROM framework for thermo-mechanically coupled damage-plasticity problems. A key feature lies in a multi-field and multi-state decomposition strategy that is grounded in the material’s physical response to guide the selection of mode numbers for each coupled field. Moreover, the framework decouples both material states and physical fields, providing clearer insights into the contributions and interactions of each field within the overall multiphysics simulation. Benchmark tests demonstrate that the proposed approach mitigates the Kolmogorov barrier of linear projection-based ROMs by ensuring a smooth and monotonic decrease in error as the number of modes increases. The proposed multi-perspective quadratic manifold framework offers a robust and flexible approach for efficiently reducing complex damage-involved multiphysics problems and shows the potential for industrial applications.
在多物理场损伤问题中,材料退化通常使用局部和/或全局损伤变量来建模,这些变量的演化引入了强非线性和显著的计算成本。基于线性投影的降阶模型(ROMs)被广泛用于加速这些模拟,但往往不能有效地捕捉复杂的非线性损伤演化。这种限制源于柯尔莫哥洛夫n-宽度的缓慢衰减,这导致线性近似中的柯尔莫哥洛夫势垒现象。为了克服这一挑战,本研究提出了一种新的统一的多视角(多场和多态)二次流形ROM框架,用于热-机械耦合损伤-塑性问题。其关键特征在于基于材料物理响应的多场多态分解策略,以指导每个耦合场的模态数选择。此外,该框架解耦了物质状态和物理场,为整个多物理场模拟中每个场的贡献和相互作用提供了更清晰的见解。基准测试表明,该方法通过确保误差随模态数量的增加而平滑单调地减小,从而减轻了基于线性投影的rom的Kolmogorov障碍。所提出的多视角二次流形框架为有效减少涉及复杂损伤的多物理场问题提供了一种鲁棒和灵活的方法,并显示出工业应用的潜力。
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引用次数: 0
A stationary phase-based theory of diffraction: Modeling three-dimensional elastic wave diffraction from defect edges with arbitrary shapes 基于定相的衍射理论:基于任意形状缺陷边缘的三维弹性波衍射建模
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-31 DOI: 10.1016/j.jmps.2025.106498
Zhengyu Wei, Fan Shi
Elastic wave diffraction is strongly affected by both the finite size and geometric complexity of edges. Previous studies have primarily focused on diffraction from finite straight edges, particularly in applications such as seismic wave exploration, ultrasonic imaging and noise control. However, modeling of elastodynamic diffraction from three-dimensional edges with arbitrary shapes remains underdeveloped, despite its importance in understanding the diffraction behavior of realistic defect geometries for accurate defect characterization. In this work, we develop an edge-segment stationary phase-based theory of diffraction (SPTD) for the accurate calculation of elastic wave diffraction from arbitrarily shaped 3D edges. Conventional edge-diffraction formulations, such as the incremental theory of diffraction (ITD), may suffer from non-physical amplitude fluctuations and even singular behavior when applied to rough or irregular edges, primarily due to the breakdown of the stationary-phase approximation at the elemental edge-segment level. To address this limitation, the proposed SPTD enforces the stationary-phase condition by projecting discretized edge segments onto virtual edges determined by the local diffraction Snell’s law. This formulation effectively suppresses non-physical amplitude fluctuations and singular contributions, thereby significantly improving the accuracy of predictions of diffraction waves. The SPTD model delivers consistently accurate results for a variety of edge geometries, such as straight, elliptical, and sinusoidal shapes, over a broad range of diffraction angles. In addition, the proposed SPTD model is used to examine the limitation of classical modeling methods. Notably, the classical geometrical theory of diffraction (GTD) is rederived within this framework, yielding a refined expression that extends its applicability to finite-length straight and curved edges, though it remains less general than the SPTD model.
弹性波衍射受边缘的有限尺寸和几何复杂性的强烈影响。以前的研究主要集中在有限直边的衍射,特别是在地震波勘探、超声成像和噪声控制等应用中。然而,从任意形状的三维边缘建立弹性动力学衍射模型仍然不发达,尽管它对于理解实际缺陷几何形状的衍射行为对于准确表征缺陷具有重要意义。在这项工作中,我们建立了一种基于边缘段固定相的衍射理论(SPTD),用于精确计算任意形状的三维边缘的弹性波衍射。传统的边缘衍射公式,如增量衍射理论(ITD),当应用于粗糙或不规则边缘时,可能会出现非物理振幅波动甚至奇异行为,这主要是由于在基本边缘段水平上的定相近似被击穿。为了解决这一限制,所提出的SPTD通过将离散的边缘段投影到由局部衍射斯涅尔定律确定的虚拟边缘上来强制执行定相条件。该公式有效地抑制了非物理振幅波动和奇异贡献,从而显著提高了衍射波预测的准确性。SPTD模型在广泛的衍射角度范围内,为各种边缘几何形状(如直线、椭圆和正弦形状)提供一致的精确结果。此外,本文还利用SPTD模型验证了传统建模方法的局限性。值得注意的是,经典的几何衍射理论(GTD)是在这个框架内重新推导的,产生了一个精炼的表达式,扩展了它对有限长直线和弯曲边缘的适用性,尽管它仍然不如SPTD模型一般。
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引用次数: 0
Electro-mechanical wrinkling of soft dielectric films bonded to hyperelastic substrates 超弹性衬底上软介质薄膜的机电起皱
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-30 DOI: 10.1016/j.jmps.2025.106490
Bin Wu , Linghao Kong , Weiqiu Chen , Davide Riccobelli , Michel Destrade
Active control of wrinkling in soft film-substrate composites using electric fields is a critical challenge in tunable material systems. Here, we investigate the electro-mechanical instability of a soft dielectric film bonded to a hyperelastic substrate, revealing the fundamental mechanisms that enable on-demand surface patterning. For the linearized stability analysis, we use the Stroh formalism and the surface impedance method to obtain exact and sixth-order approximate bifurcation equations that signal the onset of wrinkles. We derive the explicit bifurcation equations giving the critical stretch and critical voltage for wrinkling, as well as the corresponding critical wavenumber. We look at scenarios where the voltage is kept constant and the stretch changes, and vice versa. We provide the thresholds of the shear modulus ratio rc0 or pre-stretch λc0 below which the film-substrate system wrinkles mechanically, prior to the application of a voltage. These predictions offer theoretical guidance for practical structural design, as the shear modulus ratio r and/or the pre-stretch λ can be chosen to be slightly greater than rc0 and/or λc0, so that the film-substrate system wrinkles with a small applied voltage. Finally, we simulate the full nonlinear behavior using the Finite Element method (FEniCS) to validate our formulas and conduct a post-buckling analysis. This work advances the fundamental understanding of electro-mechanical wrinkling instabilities in soft material systems. By enabling active control of surface morphologies via applied electric fields, our findings open new avenues for adaptive technologies in soft robotics, flexible electronics, smart surfaces, and bioinspired systems.
利用电场对软膜基复合材料的起皱进行主动控制是可调材料系统中的一个关键挑战。在这里,我们研究了与超弹性衬底结合的软介质薄膜的机电不稳定性,揭示了实现按需表面图像化的基本机制。对于线性化的稳定性分析,我们使用Stroh形式和表面阻抗法获得精确的六阶近似分岔方程,这些分岔方程表示皱纹的开始。我们导出了显式分岔方程,给出了起皱的临界拉伸和临界电压,以及相应的临界波数。我们观察电压保持不变而拉伸变化的情况,反之亦然。我们提供了剪切模量比r0或预拉伸λc0的阈值,低于该阈值,薄膜-衬底系统在施加电压之前机械起皱。这些预测为实际结构设计提供了理论指导,因为剪切模量比r和/或预拉伸λ可以选择略大于r0和/或λc0,从而使薄膜-衬底系统在小的施加电压下起皱。最后,我们使用有限元方法(FEniCS)模拟了完整的非线性行为,以验证我们的公式并进行了屈曲后分析。这项工作促进了对软材料系统中机电起皱不稳定性的基本理解。通过应用电场实现表面形态的主动控制,我们的发现为软机器人、柔性电子、智能表面和仿生系统的自适应技术开辟了新的途径。
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引用次数: 0
Physics-informed neural networks enable quantitative characterization of viscoelastic properties from shear waves in multiple organs 基于物理信息的神经网络能够定量表征多个器官中剪切波的粘弹性特性
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-29 DOI: 10.1016/j.jmps.2025.106500
Ziying Yin , Yuxuan Jiang , Yuxi Guo , Jiayi Pu , Shiyu Ma , Guo-Yang Li , Yanping Cao
Tissue viscoelasticity has been recognized as a crucial biomechanical indicator for disease diagnosis and therapeutic monitoring. Conventional shear wave elastography techniques depend on dispersion analysis and face fundamental limitations in clinical scenarios. Particularly, limited wave propagation data with low signal-to-noise ratios, along with challenges in discriminating between dual dispersion sources stemming from viscoelasticity and finite tissue dimensions, pose great difficulties for extracting the dispersion relation. In this study, we introduce SWVE-Net, a framework for shear wave viscoelasticity imaging based on a physics-informed neural network (PINN). SWVE-Net circumvents dispersion analysis by directly incorporating the viscoelasticity wave motion equation into the loss functions of the PINN. Finite element simulations have revealed that SWVE-Net allows for the quantification of viscosity parameters within a wide range (e.g., 0.5 – 5 Pa·s). Remarkably, it can achieve this even for samples as small as a few millimeters, where substantial wave reflections and dispersion take place. Ex vivo experiments have demonstrated the broad applicability of SWVE-Net across various organ types, with shear moduli ranging from 2.13 to 5.96 kPa and viscosities from 1.26 to 2.00 Pa·s. In in vivo human experiments, SWVE-Net quantified breast and skeletal muscle tissues with shear moduli of 4.94 and 2.99 kPa and viscosities of 0.78 and 0.82 Pa·s, respectively. These results highlight the method's robustness under real-world imaging constraints. SWVE-Net overcomes the fundamental limitations of conventional elastography and enables reliable viscoelastic characterization in situations where traditional methods fall short. Therefore, it may have potential applications, for example in grading the severity of hepatic lipid accumulation, detecting myocardial infarction boundaries, and assisting in distinguishing between malignant and benign tumors.
组织粘弹性已被认为是疾病诊断和治疗监测的重要生物力学指标。传统的横波弹性成像技术依赖于弥散分析,在临床应用中面临根本性的局限性。特别是,低信噪比的有限波传播数据,以及来自粘弹性和有限组织尺寸的双色散源的区分挑战,给色散关系的提取带来了很大的困难。在这项研究中,我们介绍了SWVE-Net,这是一个基于物理信息神经网络(PINN)的横波粘弹性成像框架。SWVE-Net通过将粘弹性波动方程直接纳入PINN的损失函数来规避色散分析。有限元模拟表明,SWVE-Net允许在很宽的范围内(例如,0.5 - 5 Pa·s)对粘度参数进行量化。值得注意的是,它甚至可以实现小到几毫米的样品,在那里发生了大量的波反射和色散。体外实验证明了SWVE-Net在各种器官类型中的广泛适用性,剪切模量范围为2.13至5.96 kPa,粘度范围为1.26至2.00 Pa·s。在人体体内实验中,SWVE-Net量化的乳房和骨骼肌组织剪切模量分别为4.94和2.99 kPa,黏度分别为0.78和0.82 Pa·s,变异系数保持在15%以下。这一结果突出了该方法在现实世界成像约束下的鲁棒性。SWVE-Net克服了传统弹性成像的基本限制,能够在传统方法无法实现的情况下进行可靠的粘弹性表征。因此,它可能有潜在的应用,例如分级肝脏脂质积累的严重程度,检测心肌梗死的边界,并协助区分恶性和良性肿瘤。
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引用次数: 0
Inference of phase field fracture models 相场断裂模型的推断
IF 6 2区 工程技术 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2025-12-29 DOI: 10.1016/j.jmps.2025.106495
Elizabeth Livingston , Siddhartha Srivastava , Jamie Holber , Hashem M. Mourad , Krishna Garikipati
The phase field approach to modeling fracture uses a diffuse damage field to represent cracks. This representation mollifies singularities that arise in computations with sharp interface models and some of the resultant difficulties in the mathematical and numerical treatment of fracture. Phase field fracture models have proven effective at representing crack propagation, branching, and merging. Specific formulations, beginning with brittle fracture, have also been shown to converge to classical solutions. Extensions to cover the range of material failure, including ductile and cohesive fracture, lead to an array of possible models. There exists a large body of literature focusing on this class of models and on the impact of model form on the predicted crack evolution. However, there have not been systematic studies into how optimal models may be chosen. Here, we take a first step in this direction by developing formal methods for identification of the best parsimonious model of phase field fracture given full-field data on the damage and deformation fields. We consider some of the main models that have been used for the degradation of elastic response due to damage and its propagation. Our approach builds upon Variational System Identification (VSI), a weak form variant of the Sparse Identification of Nonlinear Dynamics (SINDy). In this first communication we focus on synthetically generated data but we also consider central issues associated with the use of experimental full-field data, such as data sparsity and noise.
相场法采用弥漫性损伤场来表示裂缝。这种表示消除了在使用锐界面模型计算时出现的奇异性,以及由此导致的断裂数学和数值处理中的一些困难。相场断裂模型已被证明可以有效地表示裂纹扩展、分支和合并。从脆性断裂开始的特定公式也被证明收敛于经典解。扩展到涵盖材料失效的范围,包括韧性和内聚性断裂,导致一系列可能的模型。已有大量文献关注这类模型以及模型形式对预测裂纹演化的影响。然而,对于如何选择最优模型,还没有系统的研究。在这里,我们向这个方向迈出了第一步,在给定损伤和变形场的全场数据的情况下,开发了识别相场断裂最佳简约模型的形式化方法。我们考虑了一些主要的模型,已用于退化的弹性响应由于损伤和它的传播。我们的方法建立在变分系统辨识(VSI)的基础上,这是非线性动力学稀疏辨识(SINDy)的弱形式变体。在这第一次通信中,我们专注于合成生成的数据,但我们也考虑与使用实验全场数据相关的中心问题,如数据稀疏性和噪声。
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Journal of The Mechanics and Physics of Solids
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