Finite Element Method

Momentum

10 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 83

All topics
CardsList
  1. Adapting neural operators for mechanics decisions under changing operating conditions

    Sep 27, 2026Prashant K. Jha, Koffi Enakoutsa, Ian Galloway +1Neural OperatorsMagnetic Tunnel Junction

  2. AFT Neural Function Approximators for 1D Nonlinear Force Laws

    Sep 24, 2026Miriam Goldack, Johann Groß, Malte Krack +1Nonlinear DynamicsFinite Element Method

  3. Growth-Inspired Graph Generation and Inverse Design of Mechanical Lattices via Dot Matrices Database Augmentation and GCNN

    Sep 24, 2026Weiyun Xu, Jiamu LiuTopology OptimizationFinite Element Method

  4. KATOsuper: Surrogate-accelerated neural topology optimization with sensitivity-consistent Fourier neural operators

    Sep 23, 2026Shengyu Yan, Jasmin JelovicaTopology OptimizationFourier Neural Operators

  5. DeepFEAv2: Deep Learning for Transient Finite Element Analysis Beyond Structured Meshes

    Sep 22, 2026Georgios Triantafyllou, Panagiotis G. Kalozoumis, Dimitris K. IakovidisFinite Element MethodSurrogate Models

  6. Seismic Site Response Prediction from Sparse Observations Using Finite-Element-Pretrained Latent Dynamics

    Sep 17, 2026Yi Zhu, Su Chen, Xiaojun LiFull Waveform InversionFinite Element Method

  7. HGTO: A Unified Graph-Based Physics-Informed Formulation for Structural Topology Optimization

    Sep 14, 2026Kangzheng Liu, Uday Kumar Punna, Leixin MaTopology OptimizationFinite Element Method

  8. LiftGCN: Efficient Energy-Preserving Graph Learning via Joukowski Spectral Lifting for Finite Element Stress Prediction

    Sep 14, 2026Chen Zeng, Qiao WangFinite Element MethodGraph Representation Learning

  9. Quasi-static analysis of passive stability in a novel underactuated multi-finger hand

    Sep 11, 2026Léonie Plancoulaine (LS2N - équipe RoMas, LS2N), Sylvain Guégan (IRCCyN) +4Robotic HandsUnderactuated Dynamics

  10. TRACE: Spatiotemporal Contact Memory Graph Network Simulator for Granular Dynamics

    Sep 2, 2026Changjian Zhou, Negin Yousefpour, Jie Qi +3Physics SimulationRigid-Body Dynamics

  11. CADEngBench: It Looks Like CAD, but Does It Work? Evaluating Parametric Design, Assembly Reasoning, and Physics Simulation

    Aug 10, 2026Harmanjot Singh, Abhra Dubey, Jorge Alejandro Amador HerreraComputer-Aided Design ObjectsImage-To-Cad Generation

  12. Explicit and Stable Pseudospectral Time-Domain Method for the Föppl-von Kármán Equations

    Aug 6, 2026Victor Zheleznov, Stefan BilbaoFinite Element MethodSpectral Representation Method

  13. Discrete energy as an exact label-free training objective for finite-element surrogates

    Aug 5, 2026Ruifeng Cao, Xidan SongFinite Element MethodSurrogate Models

  14. CTRAG: An In-Context Retrieval-based Framework for Automated Compliance Checking using LLMs

    Aug 3, 2026Muhammad Roman, Karen Rafferty, Barry DevereuxComplianceAI Trustworthiness

  15. Convex Neural Energy Elements: Monolithic Finite-Element Assembly of Geometry-Parameterized Neural Operators with Stability and Error Guarantees

    Aug 3, 2026Hongyue Jiang, Jianjiang Zhan, Chenzhuo Zhang +1Neural OperatorsFinite Element Method

  16. Spline-Based Boundary Representations for Sparse View Reconstruction and Simulation Using Isogeometric Analysis

    Jul 28, 2026Davor Dobrota, Vsevolod Skorokhodov, Chenghao Xu +2SplinesFinite Element Method

  17. SpectONet: A Physics-Guided Spectral Deep Operator Network for Euler-Bernoulli Beam Dynamics

    Jul 28, 2026Shivani Saini, Ramesh Kumar Vats, Arup Kumar SahooVibrationFinite Element Method

  18. Fourier Feature Physics-Informed Neural Networks for Elasto-Plastic Analysis of Geomaterials with a Non-Associative Mohr-Coulomb Model

    Jul 27, 2026Apisit Robjanghvad, Sompote YouwaiFinite Element MethodParametric Physics-Informed Neural Network

  19. Interval and fuzzy physics-augmented neural networks (iPANN and fPANN) for uncertainty quantification and propagation in constitutive modeling

    Jul 22, 2026Somesh Pratap Singh, Govinda Anantha Padmanabha, Jingye Tan +4Parametric Physics-Informed Neural NetworkFinite Element Method

  20. Accounting for Hysteresis and Eddy Currents in Finite Element Simulations of Ferromagnetic Laminated Cores using a Recurrent Neural Network

    Jul 15, 2026Florent Purnode, Louis Denis, François Henrotte +2Magnetic Tunnel JunctionRecurrent Neural Networks

  21. When is the combined load identifiable from a stress-intensity profile? A coupled forward-inverse study on SIFBench finite-element data

    Jul 12, 2026Giansalvo Cirrincione, Filippo GrassiaInverse ProblemFinite Element Method

  22. Learning Physics-Informed Surrogate Model of Linear Elastic Displacement Fields from Geometry

    Jul 10, 2026Rodolphe Barlogis, Ferhat Tamssaouet, Quentin Falcoz +1Finite Element MethodSurrogate Models

  23. GReFEM: Multimodal LLMs as Zero-Shot Semantic Assistants for Physics-Guided 3D Mesh Refinement

    Jul 8, 2026Kartik Bali, Mahish K. Guru, Christian J Cyron +1Finite Element MethodMultimodal Large Language Models

  24. A Physics-Informed Neural Network Framework for Elastodynamic Wave Propagation in Bimaterial Systems

    Jul 7, 2026Sonal Ankush Chibire, Jenn-Terng Gau, Bo ZhangParametric Physics-Informed Neural NetworkFinite Element Method

  25. X-FEMR: A Token-level Explainable Approach for Electronic Health Records Foundation Models using Transformer-based Models

    Jul 7, 2026Jie Huang, Pengfei Yin, Zihan Xu +3Medical World ModelExplainability

  26. SplineNet: An Isogeometric Deep Learning Method for Complex Shells

    Jul 7, 2026Shizhou Luo, Xiaodong WeiGeometric Deep LearningSplines

  27. PDEFlow: Autonomous Agentic PDE Pipelines for Neural Operator Learning and Solver-Free Inference

    Jul 6, 2026Akshat Jani, Prathamesh Gadekar, Sakhinana Sagar Srinivas +1Neural Partial Differential Equation SolversNeural Operators

  28. SoftVTBench: A Safety-Aware Visuo-Tactile Benchmark for Physically Constrained Robotic Manipulation of Deformable Objects

    Jul 5, 2026Bowen Jing, Mingxin Wang, Ruiyang Hao +15Deformable Linear ObjectsTactile

  29. SeqGPT: A Constrained Transformer Agent for the Inverse Designof Multi-Panel Composite Structures

    Jul 3, 2026Driss Chraibi, Alejandro García Pis, Stéphane Grihon +1Generative Inverse DesignBeam Search

  30. Scalable Maximal Frequent Episode Mining with Desbordante

    Jul 3, 2026Maxim Ivanov, Matvei Smirnov, Alisa Strazdina +1Data MiningProfiling

  31. Robust and Explainable 3D Mode Shape Recognition Using Region-Aware Graph Neural Networks

    Jul 1, 2026Tong Duy Son, Marc Brughmans, Andrey Hense +4Graph Representation LearningFinite Element Method

  32. Interface-Aware Neural Newton Preconditioning for Robust Cohesive Zone Model Simulations

    Jun 30, 2026Zhangyong Liang, Huanhuan GaoFinite Element MethodSpectral Preconditioning

  33. Implementation of Hyperelastic Physics-Augmented Neural Networks in the Explicit Finite Element Codes Simcenter Radioss and OpenRadioss with Applications to Impact Events

    Jun 29, 2026Lukas Maurer, Sascha Eisenträger, Marian Bulla +1Finite Element MethodParametric Physics-Informed Neural Network

  34. On Surrogate Modeling of Static Response of AM Short-Fiber Thermoplastics Using Graph Neural Networks

    Jun 27, 2026Pharindra Pathak, Vipin Kumar, Trenton M. Ricks +2Porous MediaFinite Element Method

  35. Attention mechanism for scalable mesh-based neural surrogates of free-surface fluids

    Jun 22, 2026Federico Lanteri, Massimiliano CremonesiFluid DynamicsSurrogate Models

  36. Physics-Guided Dual-Stream Heterogeneous Graph Neural Network for Predicting Full-Field Structural Response of Stiffened Panels

    Jun 18, 2026Yuecheng Cai, Jasmin JelovicaFinite Element MethodGraph Neural Networks

  37. TaCauchy: An Extensible FEM Framework for Vision-Based Tactile Simulation

    Jun 18, 2026Hengfei Zhao, Yifan Xie, Junhao Gong +6TactileForce

  38. Adaptive Distance-Aware Trunk Deep Operator Learning for Long-Span Roadway Bridges

    Jun 18, 2026Bilal Ahmed, Diab W. Abueidda, Waleed El-Sekelly +2Missing BridgeFinite Element Method

  39. eCNNTO: A Highly Generalizable ConvNet for Accelerating Topology Optimization

    Jun 18, 2026Shengbiao Lu, Xiaodong WeiTopology OptimizationFinite Element Method

  40. MR-GVNO: A Geometry-Aware Variational Physics-Informed Neural Operator for Mindlin-Reissner Plates on Irregular Domains

    Jun 15, 2026Siqi Wang, Daobo Sun, Yizheng Wang +4Finite Element MethodGeometry-Aware

  41. Separable Neural Architectures as Physical World Models: from Mathematical Theory to Applications

    Jun 12, 2026Reza T Batley, Andrew Kichline, Sourav SahaNeural Partial Differential Equation SolversPartial Differential Equations

  42. CANN-EUCLID: unsupervised constitutive artificial neural network model discovery from full-field data

    Jun 12, 2026Benjamin Alheit, Siddhant Kumar, Mathias PeirlinckFinite Element MethodStress

  43. A Hybrid GNN-FEM Framework for Phase-Field Fracture Simulation. Physics-Preserving Hybridization for Generalizable Surrogate Modeling

    Jun 12, 2026Hyeonbin Moon, Yongjin Choi, Seunghwa RyuFinite Element MethodSurrogate Models

  44. Physics-Informed Discovery of Yield Functions in Plasticity via Convex Neural Representations

    Jun 12, 2026Hyeonbin Moon, Donghyuk Cho, Jecheon Yu +2Finite Element MethodPhysics-Informed Learning

  45. FEMOT: Multi-Object Tracking using Frame and Event Cameras

    Jun 12, 2026Shiao Wang, Xiao Wang, Chao Wang +6Multi-Object TrackingMotion Estimation

  46. Human-Enhanced Loop Modeling (HELM): Agent-Based Finite Element Modeling of Concrete Bridge Barriers

    Jun 10, 2026Quankai Wang, Yulin Xie, Tongfei Yang +2Human-In-The-LoopFinite Element Method

  47. Structure-Preserving Neural Surrogates with Tractable Uncertainty Quantification

    Jun 10, 2026Handi Zhang, Adrienne M. Propp, Brooks Kinch +2Reduced-Order ModelsUncertainty Quantification

  48. A Constrained Natural-Language Interface for Variational Multi-Physics Finite Element Simulations in FEniCS

    Jun 9, 2026Nilay Upadhyay, Wesley F. ReinhartFinite Element MethodPhysics Simulation

  49. Non-linear mechanical field reconstruction coupling recurrent neural networks with physics-informed graph neural networks

    Jun 9, 2026Manuel Ricardo Guevara Garban, Yves Chemisky, Étienne Prulière +3Finite Element MethodPorous Media

  50. Mesh Graph Neural Network Framework for Accelerating Finite Element Simulation for Arbitrary Geometries

    Jun 6, 2026Josiah D. Kunz, Kamal ChoudharyFinite Element MethodSurrogate Models

  51. Optimal Design and Analytical Modeling of a Soft Fin-Ray Effect Gripper Finger Using the Finite Rigid Elements Method

    Jun 2, 2026Sara Adeli, Hassan SayyaadiGripperFinite Element Method

  52. Critical evaluation of PINN for FWD inverse analysis and differentiable FEM as an alternative

    Jun 2, 2026Yongjin Choi, Hyeonbin Moon, Seunghwa RyuParametric Physics-Informed Neural NetworkFinite Element Method

  53. PINNOCHIO: Physics-Informed Neural Network for Coupled Hyperelastic Interface-Volume Simulation in Orthognathic Surgery

    Jun 1, 2026Jungwook Lee, Daeseung Kim, Kevin Gu +6Parametric Physics-Informed Neural NetworkOcclusal Constraint

  54. A Multi-AI-agent Framework Enabling End-to-end Finite Element Analysis for Solid Mechanics Problems

    May 28, 2026Titu Ranjan Sarker, Muhammed Jawaad Zulqernine, Ling Yue +3Finite Element MethodEngineering

  55. FreeForm: Reduced-Order Deformable Simulation from Particle-Based Skinning Eigenmodes

    May 28, 2026Donglai Xiang, Vismay Modi, Rishit Dagli +5Finite Element MethodReduced-Order Models

  56. VFEAgent: A Multimodal Agent Framework for End-to-End Automated Finite Element Analysis

    May 27, 2026Jiachen Zhang, Junyi Lao, Chenghao Liu +5Finite Element MethodEngineering

  57. WINO: A Weak-Form Physics Informed Neural Operator for Hyperelasticity on Variable Domains

    May 23, 2026Bokai Zhu, Qinghui Zhang, Timon RabczukFinite Element MethodNeural Operators