Neural Surrogate Modeling

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39 papers in the last four weeks, up 388% on the four weeks before. 0.4% of all new papers.

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  1. Mechanical Analysis of Parachute Suspension Line Deployment with Binding Tapes Using PINN

    Jul 14, 2026Xiang Zhao, Ronghui Quan, Yaqi Xiao +1Neural Surrogate Modeling

    Department of Systems Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing, China. · Beijing Institute of Space Mechanics and Electricity,Beijing, China.

  2. A hybrid analytical-PINN model for subsurface simulation of geothermal heat exchangers in heterogeneous underground

    Jul 14, 2026Moke Rao, Thomas Hamacher, Smajil HalilovicNeural Surrogate ModelingPDE Surrogate Modeling

    Technical University of Munich, Chair of Renewable and Sustainable Energy Systems, Germany

  3. Gradient-Free Topology Adaptation for Power Flow Surrogates via In-Context Whitening

    Jul 14, 2026Ayushi Jolotia, Parikshit PareekNeural Surrogate ModelingSurrogate Modeling

    Department of Electrical Engineering, Indian Institute of Technology Roorkee

  4. NeuralActuator: Neural Actuation Modeling for Robot Dynamics and External Force Perception

    Jul 13, 2026Zhiyang Dou, John U. Onyemelukwe, Hangxing Zhang +9Neural Surrogate ModelingRobot Dynamics Identification

    1MIT · 2Amazon Robotics

  5. A Hyperbolic Neural Closure for M1 Radiation Transfer

    Jul 11, 2026Bongseok Kim, Jiahao Zhang, Johannes Krotz +3Neural Surrogate Modeling

    School of Mechanical Engineering, Purdue University, West Lafayette, IN, USA · Department of Mathematics, Purdue University, West Lafayette, IN, USA · Department of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, USA +2

  6. Residual Physics-Informed Neural Networks for High-Fidelity BLDC Motor Modeling

    Jul 10, 2026Haitham El-HussienyNeural Surrogate ModelingPhysics-Informed ML

    Department of Mechatronics and Robotics Engineering, Egypt-Japan University of Science and Technology (E-JUST), New Burg El-Arab City, Alexandria, Egypt

  7. Physics-Audited Agentic Discovery in Scientific Machine Learning

    Jul 8, 2026Diab W. Abueidda, Bilal Ahmed, Panos Pantidis +1Neural Surrogate ModelingPDE Surrogate Modeling

    Civil and Urban Engineering Department, New York University Abu Dhabi, United Arab Emirates · National Center for Supercomputing Applications, University of Illinois at Urbana-Champaign, United States of America

  8. 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 +3Neural Surrogate ModelingNeural Network Interpretability

    School of Computing and Information Systems, University of Melbourne, Melbourne, Australia · Department of General Medicine, Royal Melbourne Hospital Melbourne, Australia

  9. Knowledge-Constrained Shape Optimization with a Mixture-of-Experts Neural Operator for High-Confidence Design

    Jul 7, 2026Wenhao Fan, Yuanwei Bin, Jianghan Gu +4Neural Surrogate ModelingConstrained Optimization

    School of Ocean and Civil Engineering, Shanghai Jiao Tong University, Shanghai 200240, China · 2Eastern Institute of Technology, Ningbo, Ningbo 315200, Zhejiang, China · 3TenFong Technology Co., Ltd., Shenzhen 518000, Guangdong, China +1

  10. A Physics-Regulated Neural Framework for Learning 3D Grain Growth Dynamics

    Jul 6, 2026Zhihui Tian, Kang Yang, Michael Tonks +2Neural Surrogate ModelingMaterials Science

    Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA · Department of Materials Science Engineering, University of Florida, Gainesville, FL, USA · Department of Materials Science Engineering, University of Florida, Carnegie Mellon University, Pittsburgh, PA, USA

  11. A Deep Learning-based surrogate model for Severe Accidents in nuclear reactors using ASTEC

    Jul 5, 2026Alessandro Longhi, Danny Lathouwers, Zoltán PerkóNeural Surrogate ModelingSurrogate Modeling

    TU Delft · Department of Radiation Science and Technology · Delft, The Netherlands

  12. SechKAN: Kolmogorov-Arnold Networks with Hyperbolic Secant Functions

    Jun 30, 2026Hoang-Thang TaNeural Surrogate ModelingNeural Network Activation Functions

    University of Information Technology, Ho Chi Minh City, Vietnam · Vietnam National University Ho Chi Minh City, Ho Chi Minh City, Vietnam

  13. Hybrid Unet-Transformer Model for Generating Stress and Strain Fields from Composite Geometrics

    Jun 30, 2026Shrey PatelNeural Surrogate ModelingHybrid CNN-Transformer Architectures

    University of Maryland-College Park United States of America

  14. 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 +1Neural Surrogate ModelingEfficient Neural Network Inference

    Institute of Materials, Technologies and Mechanics Otto von Guericke University Magdeburg Magdeburg, D-39106 · Siemens Digital Industries Am Kabellager 9 Köln, D-51063

  15. Kriging and neural network models for pressure losses across perforated plates

    Jun 28, 2026Shuai LiNeural Surrogate ModelingComputational Fluid Dynamics

    Division of Fluid Dynamics, Department of Mechanical Engineering, Chalmers University of Technology, SE-412 96 Gothenburg, Sweden

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

    Jun 27, 2026Pharindra Pathak, Vipin Kumar, Trenton M. Ricks +2Neural Surrogate ModelingStructural Mechanics

    Auburn University, Oakridge National Lab, NASA Glenn Research Center, Auburn University, Auburn University · Graduate Student, Department of Aerospace Engineering, Auburn University, Auburn, AL · Sr. R&D Staff Member, Manufacturing Science Division, ORNL, Knoxville, TN +3

  17. Physics-constrained neural networks for surrogate modeling of lossless periodic structures

    Jun 26, 2026Eric Prehn, Peter JungNeural Surrogate ModelingPhysics-Informed ML

    Institute of Space Research, German Aerospace Center (DLR), Berlin, Germany

  18. A Synthetic Reliability-Aware PINN Benchmark for Offshore Wind Turbine Support-Structure Monitoring with Bayesian Inverse Identification

    Jun 23, 2026Puneet Kant, Monika TanwarNeural Surrogate ModelingBayesian Inverse Problems

    aSchool of Artificial Intelligence and Data Science, Indian Institute of Technology Jodhpur · bSchool of Management and Entrepreneurship, Indian Institute of Technology Jodhpur

  19. SuperCond-GNN: Scalable Graph Neural Network Surrogate for Superconducting Circuit Simulations

    Jun 22, 2026Nandana Menon, Giorgio ValloneNeural Surrogate ModelingGraph Neural Networks

    Acclerator Technology & Applied Physics Division Lawrence Berkeley National Laboratory Berkeley, CA · Engineering Division Lawrence Berkeley National Laboratory Berkeley, CA

  20. Quantum Convolutional Neural Networks for Groundwater Heat Plume Prediction: A Surrogate Modeling Approach

    Jun 22, 2026Danyal Maheshwari, Julia Pelzer, Miriam SchulteNeural Surrogate ModelingQuantum Convolutional Neural Networks

    Simulation of Large Systems, Institute for Parallel and Distributed Systems (IPVS),, University of Stuttgart, Stuttgart, Germany

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

    Jun 22, 2026Federico Lanteri, Massimiliano CremonesiNeural Surrogate ModelingSelf-Attention

    Department of Civil and Environmental Engineering, Politecnico di Milano Piazza Leonardo da Vinci, 32, 20133, Milano, Italy

  22. Scalable Bayesian Additive Models for Stellar Flare Detection via Amortized Gaussian Process Inference and Hidden Markov Models

    Jun 21, 2026Rodrigo Herrera, Vianey Leos-Barajas, Gwendolyn Eadie +2Neural Surrogate ModelingAmortized Inference

    Department of Statistical Sciences, University of Toronto · Data Sciences Institute, University of Toronto · School of the Environment, University of Toronto +3

  23. Deep material network for homogenization of piezoelectric composites

    Jun 21, 2026Ting-Ju Wei, Yen-Ming Lu, Chuin-Shan ChenNeural Surrogate ModelingMaterials Science

    Department of Civil Engineering National Taiwan University Taipei, Taiwan · Department of Civil Engineering Department of Materials Science and Engineering National Taiwan University Taipei, Taiwan

  24. Embedding Linear Equality Constraints in Probabilistic Neural Networks for Dynamic Modelling

    Jun 19, 2026Matthew Marsh, Benoit Chachuat, Antonio del Rio ChanonaNeural Surrogate ModelingBayesian Neural Networks

    The Sargent Centre for Process Systems Engineering, Department of Chemical Engineering, Imperial College London, UK

  25. Comparative Evaluation of Machine Learning and Deep Learning Models for Wound-Rotor Synchronous Motor Performance Prediction

    Jun 19, 2026Kıvanç Doğan, Ahmet OrhanNeural Surrogate Modeling

    Fırat University, Faculty of Engineering, Department of Electrical and Electronics Engineering, Elazığ

  26. Physics-Guided Fully Convolutional Spatiotemporal Learning Toward Digital-Twin-Enabled Microstructure Evolution Prediction

    Jun 18, 2026Michael Trimboli, Wenxi Liu, Xianqi LiNeural Surrogate ModelingMaterials Science

    Department of Mathematics and Systems Engineering, Florida Institute of Technology, Melbourne, FL, 32901, USA

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

    Jun 18, 2026Yuecheng Cai, Jasmin JelovicaNeural Surrogate ModelingGraph Neural Networks

    Department of Mechanical Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada · Department of Civil Engineering, The University of British Columbia, Vancouver, BC V6T 1Z4, Canada

  28. Neural network surrogates with uncertainty quantification for inverse problems in partial differential equations

    Jun 18, 2026Christian Jimenez-Beltran, Aretha L. Teckentrup, Antonio Vergari +1Neural Surrogate ModelingUncertainty Quantification

    School of Mathematics and Maxwell Institute for Mathematical Sciences University of Edinburgh · School of Informatics University of Edinburgh

  29. Comparative Study of Neural Surrogate Architectures for Autoregressive Prediction of Internal Battery States

    Jun 18, 2026Gihyun Lee, Thorben Menne, Simon Olma +2Neural Surrogate ModelingPDE Surrogate Modeling

    Technische Universität Berlin, Berlin, Germany · IAV GmbH, Berlin, Germany

  30. Investigating Inductive Biases for Machine Learning Emulation of Sudden Stratospheric Warmings in Idealised Isca Simulations

    Jun 17, 2026Oskar Bohn Lassen, Simon Driscoll, Stephen I. Thomson +2Neural Surrogate ModelingClimate Science

    Department of Technology, Management, and Economics Technical University of Denmark · Department of Applied Mathematics and Theoretical Physics University of Cambridge · Department of Mathematics and Statistics University of Exeter