Ausgabe 1/2025
Inhalt (32 Artikel)
A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains
- Open Access
- Original Article
Yusuke Yamazaki, Ali Harandi, Mayu Muramatsu, Alexandre Viardin, Markus Apel, Tim Brepols, Stefanie Reese, Shahed Rezaei
Multiple scattering simulation via physics-informed neural networks
- Original Article
Siddharth Nair, Timothy F. Walsh, Greg Pickrell, Fabio Semperlotti
Generative hyperelasticity with physics-informed probabilistic diffusion fields
- Original Article
Vahidullah Taç, Manuel K. Rausch, Ilias Bilionis, Francisco Sahli Costabal, Adrian Buganza Tepole
PINN-based forward and inverse bending analysis of nanobeams on a three-parameter nonlinear elastic foundation including hardening and softening effect using nonlocal elasticity theory
- Original Article
Omid Kianian, Saeid Sarrami, Bashir Movahedian, Mojtaba Azhari
The development of an ALE finite element and discontinuous Galerkin method for the non-isothermal non-Newtonian FSI problem
- Original Article
Puyang Gao, Xiaolin Hu
Nonlinear electromechanical topology optimization method for stretchable electronic interconnect structures
- Original Article
Yunfeng Luo, Shiyuan Qu, Shutian Liu, YongAn Huang
Interpreting and generalizing deep learning in physics-based problems with functional linear models
- Original Article
Amirhossein Arzani, Lingxiao Yuan, Pania Newell, Bei Wang
Data-driven simulation of network-based tau spreading tailored to individual Alzheimer's patients
- Original Article
Sung-Woo Kim, Hanna Cho, Yeonjeong Lee, Chul Hyoung Lyoo, Joon-Kyung Seong
Predictive insights into nonlinear nanofluid flow in rotating systems: a machine learning approach
- Original Article
Naveed Ahmad Khan, Muhammad Sulaiman, Benzhou Lu
A Galerkin meshless framework for static and vibration analysis of magneto-electro-elastic structures in hygrothermal environment
- Original Article
Wei-Wu Jiang, Xiao-Wei Gao, Hua-Yu Liu
MPIPN: a multi physics-informed PointNet for solving parametric acoustic-structure systems
- Original Article
Chu Wang, Jinhong Wu, Yanzhi Wang, Zhijian Zha, Qi Zhou
Enforcing local boundary conditions in peridynamic models of diffusion with singularities and on arbitrary domains
- Original Article
Jiangming Zhao, Siavash Jafarzadeh, Ziguang Chen, Florin Bobaru
An efficient multiscale topology optimization method for frequency response minimization of cellular composites
- Original Article
Xiliang Liu, Liang Gao, Mi Xiao
An electromagnetic shape optimisation for perfectly electric conductors by the time-domain boundary integral equations
- Original Article
Toru Takahashi
MTGNet: multi-label mesh quality evaluation using topology-guided graph neural network
- Original Article
Haoxuan Zhang, Haisheng Li, Xiaoqun Wu, Nan Li
A computational approach to integrate three-dimensional peridynamics and two-dimensional higher-order classical elasticity theory for fracture analysis
- Open Access
- Original Article
Jing Zhang, Marco Enea, Alfonso Pagani, Erasmo Carrera, Erdogan Madenci, Xia Liu, Qingsheng Yang
A novel local meshless collocation method with partial upwind scheme for solving convection-dominated diffusion problems
- Original Article
Yuhui Zhang, Ji Lin, Sergiy Reutskiy, Timon Rabczuk, Jun Lu
A machine-learning-based peridynamic surrogate model for characterizing deformation and failure of materials and structures
- Original Article
Han Wang, Liwei Wu, Dan Huang, Jianwei Chen, Junbin Guo, Chuanqiang Yu, Yayun Li, Yichang Wu
iPINNs: incremental learning for Physics-informed neural networks
- Original Article
Aleksandr Dekhovich, Marcel H. F. Sluiter, David M. J. Tax, Miguel A. Bessa
Multiphysics modeling of 3D traction force microscopy with application to cancer cell-induced degradation of the extracellular matrix
- Open Access
- Original Article
Alejandro Apolinar-Fernández, Jorge Barrasa-Fano, Hans Van Oosterwyck, José A. Sanz-Herrera
A deep neural network for operator learning enhanced by attention and gating mechanisms for long-time forecasting of tumor growth
- Original Article
Qijing Chen, He Li, Xiaoning Zheng
An adaptive time integration procedure for automated extended-explicit/implicit hybrid analyses
- Original Article
Delfim Soares Jr.
Dimensional reduction technique for the prediction of global and local responses of unidirectional composite with matrix nonlinearity and varying fiber packing geometry
- Original Article
A. Jamnongpipatkul, F. Naets, F. A. Gilabert
Fast descriptor-based 2D and 3D microstructure reconstruction using the Portilla–Simoncelli algorithm
- Open Access
- Original Article
Paul Seibert, Alexander Raßloff, Karl Kalina, Markus Kästner
Shape-performance coupled digital twin based on heterogeneous data from multiple sources: a scissor lift platform example
- Original Article
Hongjiang Lu, Zenggui Gao, Yanning Sun, Chaojia Gao, Zifeng Xu, Yunjie Pan, Lilan Liu
Buckling analysis of functionally graded sandwich thin plates using a meshfree Hermite Radial Point Interpolation Method
- Original Article
Sokayna baid, Youssef Hilali, Said Mesmoudi, Oussama Bourihane
A novel analytical model of particle size distributions in granular materials
- Original Article
Lifu Yang, Matthew Troemner, Gianluca Cusatis, Huaizhi Su
A very fast high-order flux reconstruction for Finite Volume schemes for Computational Aeroacoustics
- Open Access
- Original Article
Luis Ramírez, Javier Fernández-Fidalgo, José París, Michael Deligant, Sofiane Khelladi, Xesús Nogueira
Phase-field modeling of fracture in viscoelastic–viscoplastic thermoset nanocomposites under cyclic and monolithic loading
- Open Access
- Original Article
Behrouz Arash, Shadab Zakavati, Betim Bahtiri, Maximilian Jux, Raimund Rolfes
Transferring melt pool knowledge between multiple materials in laser-directed energy deposition via Gaussian process regression
- Original Article
Kun-Hao Huang, Nandana Menon, Amrita Basak
GRNN-based cascade ensemble model for non-destructive damage state identification: small data approach
- Open Access
- Original Article
Ivan Izonin, Athanasia K. Kazantzi, Roman Tkachenko, Stergios-Aristoteles Mitoulis
A nodal-integration-based finite element method for solving steady-state nonlinear problems in the loading’s comoving frame
- Original Article
Yabo Jia, Jean-Baptiste Leblond, Jean-Christophe Roux, Jean-Michel Bergheau
