Computers & Structures最新文献

筛选
英文 中文
A new concept for initialization of single-step time integration algorithms: Eliminating pesky high-frequency overshooting behavior 单步时间积分算法初始化的新概念:消除讨厌的高频超调行为
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-02-01 Epub Date: 2026-02-04 DOI: 10.1016/j.compstruc.2026.108137
Yazhou Wang , Dean Maxam , Kumar Tamma , Nikolaus Adams , Tao Xue
{"title":"A new concept for initialization of single-step time integration algorithms: Eliminating pesky high-frequency overshooting behavior","authors":"Yazhou Wang ,&nbsp;Dean Maxam ,&nbsp;Kumar Tamma ,&nbsp;Nikolaus Adams ,&nbsp;Tao Xue","doi":"10.1016/j.compstruc.2026.108137","DOIUrl":"10.1016/j.compstruc.2026.108137","url":null,"abstract":"<div><div>In this paper, we propose a new concept of a modified initialization for three-value single-step time integration algorithms in structural dynamics problems. High-frequency spurious modes have long been recognized as a primary cause of undesirable overshooting in numerical time integration. This undesired overshooting behavior has attracted sustained research interest over the past several decades, particularly in the context of linear multi-step and equivalent single-step methods, with the aim of mitigating such adverse effects. Unfortunately, these deleterious aspects have been an issue for the research community at large. We present a novel and simple methodology to completely circumvent and resolve the issue of overshooting that can be straightforwardly implemented in research and commercial software. The primary contribution is a modified initialization procedure that is necessary and completely eliminates overshooting under arbitrary conditions, and preserves the global second-order time accuracy. The theoretical framework and design principles are demonstrated under the umbrella of the <strong>G</strong>eneralized <strong>S</strong>ingle-<strong>S</strong>tep <strong>S</strong>ingle-<strong>S</strong>olve computational framework for second-order time-dependent problems (GS4-II), which encompasses several new and improved designs and includes subsets such as HHT-<span><math><mi>α</mi></math></span>, TPO/G-<span><math><mi>α</mi></math></span>, WBZ, etc. We introduce a novel conceptual framework and a straightforward implementation architecture for the new concept of modified initialization data with clear mathematical and physical interpretations, which fully eliminates overshooting in these schemes for all application scenarios. Numerical analyses and various illustrative examples confirm that the proposed approach completely eliminates overshooting across a broad spectrum of three-value single-step methods and preserves second-order time accuracy, marking a significant advance in single-step time integration algorithms.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"322 ","pages":"Article 108137"},"PeriodicalIF":4.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146134536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The isogeometric boundary element algorithm for solving the plane strain problem of an elastic matrix containing an open material surface of arbitrary shape 求解含有任意形状开放材料表面的弹性矩阵平面应变问题的等几何边界元算法
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-02-01 Epub Date: 2026-02-03 DOI: 10.1016/j.compstruc.2026.108124
Rohit Satish Patil , Zhilin Han , Sofia G. Mogilevskaya
{"title":"The isogeometric boundary element algorithm for solving the plane strain problem of an elastic matrix containing an open material surface of arbitrary shape","authors":"Rohit Satish Patil ,&nbsp;Zhilin Han ,&nbsp;Sofia G. Mogilevskaya","doi":"10.1016/j.compstruc.2026.108124","DOIUrl":"10.1016/j.compstruc.2026.108124","url":null,"abstract":"<div><div>The paper presents the Isogeometric Boundary Element Method (IGABEM) for solving the plane strain problem of an isotropic linearly elastic matrix containing an open material surface of arbitrary shape. Theoretical developments are based on the use of the Gurtin-Murdoch model of material surfaces. The governing equations and the boundary conditions for the problem are reviewed, and analytical integral representations for the elastic fields everywhere in the material system are presented in terms of unknown traction jumps across the surface. To find the jumps, the problem is reduced to a system of singular boundary integral equations in terms of two unknown scalar components of the surface stress tensor. The system is solved numerically using the developed IGABEM algorithm in which Non-Uniform Rational B-Splines functions are used to approximate the unknowns. The main steps of the algorithm are discussed and convergence studies are performed. Two benchmark problems involving the matrix subjected to a uniform far-field load and containing a surface along (i) a straight segment and (ii) a circular arc are used for validation. Numerical examples are presented to illustrate the influence of governing parameters with a focus on the influence of curvature variation.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"322 ","pages":"Article 108124"},"PeriodicalIF":4.8,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146110193","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Non-stationary random vibration analysis of a three-dimensional train-bridge system using spectral decomposition-based explicit time-domain method 基于谱分解的三维列车-桥梁系统非平稳随机振动显式时域分析
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2025-12-27 DOI: 10.1016/j.compstruc.2025.108091
Helu Yu , Xinyu Luo , Hong Zhang , Jianting Zhou , Bin Wang , Yongle Li
{"title":"Non-stationary random vibration analysis of a three-dimensional train-bridge system using spectral decomposition-based explicit time-domain method","authors":"Helu Yu ,&nbsp;Xinyu Luo ,&nbsp;Hong Zhang ,&nbsp;Jianting Zhou ,&nbsp;Bin Wang ,&nbsp;Yongle Li","doi":"10.1016/j.compstruc.2025.108091","DOIUrl":"10.1016/j.compstruc.2025.108091","url":null,"abstract":"<div><div>By introducing the spectral decomposition-based explicit time-domain method, this paper presents an innovative computational framework for analyzing the non-stationary random vibration problem in a three-dimensional train-bridge system involving multi-variate random track irregularities. First, the time-dependent train-bridge model is formulated by coupling the train and bridge dynamics via a spatial wheel-rail interaction model. Next, the random track irregularities are decomposed through the spectral representation technique, enabling their time-domain discrete characterization in terms of three orthogonal random vectors. Then, an explicit mapping between the system responses and the orthogonal random vectors is constructed by integrating the precise integration method with a finite difference approach, leading to a recursive formulation that facilitates efficient computation of the response coefficient matrices. The obtained explicit response formulation allows straightforward computation of time–frequency response statistics of the train-bridge system, eliminating the need for repetitive time-domain simulations or extensive numerical integrations commonly associated with conventional non-stationary random vibration techniques. Lastly, the pseudo-excitation method and Monte Carlo simulation are adopted to verify the applicability of the proposed method, a comprehensive parametric investigation is also conducted to examine the individual contributions from different track irregularity components on the stochastic dynamic behavior of the train-bridge system.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108091"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145840387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Incorporation of a viscoelastic-elastoplastic material model for asphalt based on the multiscale microlayer model into an ALE formulation for pavement structures considering dynamic tire loadings 将基于多尺度微层模型的沥青粘弹弹塑性材料模型纳入考虑轮胎动载的路面结构ALE公式
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2026-01-13 DOI: 10.1016/j.compstruc.2026.108101
Marcel May , Atul Anantheswar , Ventseslav Yordanov , Elaheh Derakhi , Felix Hartung , Ines Wollny , Lutz Eckstein , Michael Kaliske
{"title":"Incorporation of a viscoelastic-elastoplastic material model for asphalt based on the multiscale microlayer model into an ALE formulation for pavement structures considering dynamic tire loadings","authors":"Marcel May ,&nbsp;Atul Anantheswar ,&nbsp;Ventseslav Yordanov ,&nbsp;Elaheh Derakhi ,&nbsp;Felix Hartung ,&nbsp;Ines Wollny ,&nbsp;Lutz Eckstein ,&nbsp;Michael Kaliske","doi":"10.1016/j.compstruc.2026.108101","DOIUrl":"10.1016/j.compstruc.2026.108101","url":null,"abstract":"<div><div>During braking, acceleration, and steering maneuvers in road traffic, dynamic vertical and horizontal loads act on the pavement structure. The resulting macroscopic multiaxial stress states arise not only from these highly time- and space-dependent loads but also from the anisotropic mechanical responses imprinted by material microstructural geometry.</div><div>In this work, a novel, dynamic multiscale-ALE method is introduced for the first time. By extending two numerically efficient concepts – the dynamic ALE approach and the microlayer framework – and integrating them into a unified scheme, it enables the consistent characterization of the mechanical response within layered roadway systems. Numerical efficiency and physical representativeness are achieved through the use of finite viscoelastic–elastoplastic constitutive models for the microstructural constituents, embedded in the microlayer framework – a thermodynamically derived multiscale formulation that avoids the computational cost of a conventional FE<sup>2</sup> scheme. This framework provides an analytically computable microscale representation composed of simple geometric bodies, of which microstructural properties are homogenized to the macroscale. The numerical efficiency is further enhanced by the dynamic ALE, in which the load application region remains fixed on the pavement surface, while the pavement structure flows underneath it. Consequently, only a small longitudinal portion of the road structure must be explicitly discretized for FEM. During this ALE-induced material flow, the microscale configuration is updated consistently with the material motion before homogenization, ensuring that the anisotropic mechanical response induced by the microstructural geometry is fully preserved.</div><div>To experimentally determine the loads generated by a tire during a steering maneuver, a single-wheel test rig is used, in which, the side slip angle is systematically varied. The measured data is then used to generate time- and space-resolved footprints, which serve as realistic boundary conditions for simulating tire pavement interaction. A numerical study investigates the response of a standard pavement construction to the load induced by a tire, which rolls 700 m along the pavement under dynamic conditions including acceleration, braking and cornering. The example demonstrates the applicability of the approach.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108101"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145962593","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new meshfree method for accurate and efficient solutions to solid mechanics problems involving large deviatoric deformation, fracture, and fragmentation 一种新的无网格方法,用于精确和有效地解决涉及大偏差变形,断裂和破碎的固体力学问题
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2026-01-05 DOI: 10.1016/j.compstruc.2025.108095
Zhiyuan Tong, Mauricio Ponga
{"title":"A new meshfree method for accurate and efficient solutions to solid mechanics problems involving large deviatoric deformation, fracture, and fragmentation","authors":"Zhiyuan Tong,&nbsp;Mauricio Ponga","doi":"10.1016/j.compstruc.2025.108095","DOIUrl":"10.1016/j.compstruc.2025.108095","url":null,"abstract":"<div><div>We present a novel meshfree method for accurate and efficient solutions to solid mechanics problems involving large deviatoric deformation, fracture, and fragmentation. Central to the approach is a newly developed meshfree shape function that satisfies the Kronecker delta property, exhibits first-order consistency, is non-negative, and achieves <span><math><msup><mrow><mi>C</mi></mrow><mn>1</mn></msup></math></span> smoothness. The formulation employs nodal integration which is desirable for problems with large topological changes. The combination of nodal integration and the Kronecker delta property leads to a naturally diagonal explicit equilibrium equation even in the presence of complex boundary and contact conditions. A key innovation is the introduction of shadow nodes, which, in conjunction with a local triangle removal strategy, enables the seamless handling of complex geometries and evolving discontinuities without explicit boundary representations. The method demonstrates excellent convergence and high accuracy across a range of linear and nonlinear benchmark problems. Its robustness and versatility are further illustrated through challenging simulations involving extreme fracture and fragmentation.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108095"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145902509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new variational approach for coupling of non-conforming patches in Isogeometric Analysis 等几何分析中非协调块耦合的一种新变分方法
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2025-12-04 DOI: 10.1016/j.compstruc.2025.108067
Saeed Saeedmonir , Alireza Sadeghirad
{"title":"A new variational approach for coupling of non-conforming patches in Isogeometric Analysis","authors":"Saeed Saeedmonir ,&nbsp;Alireza Sadeghirad","doi":"10.1016/j.compstruc.2025.108067","DOIUrl":"10.1016/j.compstruc.2025.108067","url":null,"abstract":"<div><div>Isogeometric Analysis is known to be a powerful numerical method in bridging between Computer-Aided Design and Computational Mechanics by utilizing special spline basis functions for both geometric and field discretization, resulting in reduction of errors corresponding to geometric approximations in traditional Finite Elements Method. Moreover, it can satisfy higher-order continuity to ensure stability and accuracy. However, there are several challenges in dealing with multi-patch domains, especially in the case of non-conforming patches in establishing continuity across the patch interfaces. Existing methods such as the penalty method, Lagrange multipliers and Nitsche’s method often encounter several numerical issues such as ill-conditioned systems, saddle point problem and computational overhead. This study presents a novel variational formulation for coupling of non-conforming patches while preserving higher-order continuity without introducing new degrees of freedom. In addition, the proposed method ensures a symmetric system, guaranteeing stable and efficient implementation. The constraints are applied through the variational formulation and therefore, no other approach is utilized within the procedure. Some benchmark numerical examples are provided to demonstrate the performance, accuracy and effectiveness of the proposed method.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108067"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145685361","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Direct two-scale finite element modeling of progressive failure in carbon fiber reinforced polymer composites with a localizing gradient damage model 基于局部梯度损伤模型的碳纤维增强聚合物复合材料渐进破坏直接双尺度有限元模拟
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2025-12-26 DOI: 10.1016/j.compstruc.2025.108087
Yongyi Li , Xinyi Xu , Lianhua Ma , Biao Wang
{"title":"Direct two-scale finite element modeling of progressive failure in carbon fiber reinforced polymer composites with a localizing gradient damage model","authors":"Yongyi Li ,&nbsp;Xinyi Xu ,&nbsp;Lianhua Ma ,&nbsp;Biao Wang","doi":"10.1016/j.compstruc.2025.108087","DOIUrl":"10.1016/j.compstruc.2025.108087","url":null,"abstract":"<div><div>The damage mechanisms in carbon fiber reinforced polymer composites mainly include matrix cracking, interfacial delamination, and fiber fracture. Among them, matrix failure and crack propagation constitute the principal contributors to the nonlinear response observed in the uniaxial tensile stress–strain behavior of carbon fiber reinforced polymer composites, frequently precipitating premature structural failure. Therefore, accurate simulation of matrix damage progression in carbon fiber reinforced polymer composites is crucial for predicting the failure behavior of continuous carbon fiber reinforced polymer composites. To address these issues, this study employs a direct two-scale finite element modelling framework to concurrently analyze macro-scale structural responses and meso-scale mechanical behaviors under tensile, shear, and bending loading conditions. The damage evolution in the polymer matrix is simulated through a localized gradient damage model, implemented through user-defined material and user-defined thermal analogy subroutines in commercial finite element software within a thermo-mechanical coupling framework. Furthermore, fiber–matrix interfacial debonding is characterized using a bilinear cohesive zone model. The findings demonstrate that the present direct two-scale finite element method exhibits excellent agreement with direct numerical simulation in capturing the progressive damage evolution mechanisms of carbon fiber reinforced polymer composites. Moreover, this approach offers a computationally efficient and practical tool for the design and optimization of carbon fiber reinforced polymer composites structures.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108087"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145840386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A finite deformation energy limiter-based rate-dependent gradient damage model for fracture analysis 基于有限变形能限制器的速率相关梯度损伤分析模型
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2026-01-09 DOI: 10.1016/j.compstruc.2025.108096
Tinh Quoc Bui , Hung Thanh Tran , Jaroon Rungamornrat
{"title":"A finite deformation energy limiter-based rate-dependent gradient damage model for fracture analysis","authors":"Tinh Quoc Bui ,&nbsp;Hung Thanh Tran ,&nbsp;Jaroon Rungamornrat","doi":"10.1016/j.compstruc.2025.108096","DOIUrl":"10.1016/j.compstruc.2025.108096","url":null,"abstract":"<div><div>This paper details a new implicit gradient-enhanced damage model designed for simulating fracture in rubber-like materials under large or finite deformations. This model extends previous work by incorporating a rate-dependent crack propagation feature and reformulating the theory for finite strain contexts using a neo-Hookean hyperelastic model and an energy limiter concept. The methodology aims to create a stable and mesh-insensitive numerical tool for fracture analysis, which is implemented and solved using the Finite Element Method (FEM) with a staggered algorithm. Numerical examples validate the model’s accuracy, confirming its ability to predict complex crack growth and demonstrating the importance of the rate-dependent term for stabilizing simulations at large strains.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108096"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145924954","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A reaction–diffusion level set method for stress-constrained topology optimization with precise volume control 一种具有精确体积控制的应力约束拓扑优化反应扩散水平集方法
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2025-12-12 DOI: 10.1016/j.compstruc.2025.108073
Dachen Gao , Hongduo Zhao , Ke Cheng , Yuxuan Xia , Haoyu Chen , Yaowen Yang
{"title":"A reaction–diffusion level set method for stress-constrained topology optimization with precise volume control","authors":"Dachen Gao ,&nbsp;Hongduo Zhao ,&nbsp;Ke Cheng ,&nbsp;Yuxuan Xia ,&nbsp;Haoyu Chen ,&nbsp;Yaowen Yang","doi":"10.1016/j.compstruc.2025.108073","DOIUrl":"10.1016/j.compstruc.2025.108073","url":null,"abstract":"<div><div>This paper presents a reaction–diffusion equation (RDE) driven level set method (LSM) for topology optimization (TO) that enforces both stress and volume constraints simultaneously. The method introduces a locally activated stress penalty that operates only where the allowable limit is exceeded, eliminating the need for global aggregation and improving fidelity in hot-spot regions. A refined in-element triangulation strategy provides accurate volume fractions without remeshing, enabling precise volume tracking on fixed structured meshes. Structural evolution is governed by RDE, enabling hole nucleation during optimization and eliminating the need for level set reinitialization. Numerical experiments in 2D and 3D demonstrate that the proposed method yields designs that satisfy the prescribed local stress limits and target volume fractions while achieving stable, efficient convergence.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108073"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145732463","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cycle-domain plasticity modeling using neural networks and symbolic regression 基于神经网络和符号回归的循环域塑性建模
IF 4.8 2区 工程技术
Computers & Structures Pub Date : 2026-01-15 Epub Date: 2026-01-02 DOI: 10.1016/j.compstruc.2025.108086
Nasrin Talebi, Knut Andreas Meyer, Magnus Ekh
{"title":"Cycle-domain plasticity modeling using neural networks and symbolic regression","authors":"Nasrin Talebi,&nbsp;Knut Andreas Meyer,&nbsp;Magnus Ekh","doi":"10.1016/j.compstruc.2025.108086","DOIUrl":"10.1016/j.compstruc.2025.108086","url":null,"abstract":"<div><div>Simulation of many loading cycles with traditional time-domain material models, requiring discretization of each cycle with several time steps, can result in high computational cost. One effective approach to speed up cyclic simulations is employing cycle-domain material models. Finite element simulations of rails subjected to many wheel passages are a relevant application of such models. Proposing a per-cycle evolution equation for plastic strains in cycle-domain models is, however, a challenge. To address this, we investigate the feasibility and accuracy of using machine learning models as tools for formulating such an equation. Specifically, we enforce our knowledge from constitutive modeling for elasticity and formulate the evolution law by employing feed-forward neural networks with different inputs, as well as symbolic regression to discover an interpretable expression. Training, validation, and test data have been generated using a cyclic time-domain plasticity model considering pulsating uniaxial stress loadings with constant and variable strain ranges. The obtained results demonstrate the potential of cycle-domain plasticity modeling using both uninterpretable and interpretable data-driven machine learning as an alternative to time-domain material modeling. Furthermore, both approaches have revealed reasonably good extrapolation performance beyond the training regime.</div></div>","PeriodicalId":50626,"journal":{"name":"Computers & Structures","volume":"321 ","pages":"Article 108086"},"PeriodicalIF":4.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145884327","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书