Cover Image

A Comparison of Surrogate Constitutive Models for Viscoplastic Creep Simulation of HT-9 Steel

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Robbe, Pieterjan, Ruybalid, Andre, Hegde, Arun, Bonneville, Christophe, Najm, Habib N, Capolungo, Laurent, Safta, Cosmin
Format:	Preprint
Published:	2025
Subjects:	Computational Physics Materials Science Computational Engineering, Finance, and Science Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Towards Spatio-Temporal Extrapolation of Phase-Field Simulations with Convolution-Only Neural Networks
by: Bonneville, Christophe, et al.
Published: (2026)

Extrapolating Phase-Field Simulations in Space and Time with Purely Convolutional Architectures
by: Bonneville, Christophe, et al.
Published: (2025)

Accelerating Phase Field Simulations Through a Hybrid Adaptive Fourier Neural Operator with U-Net Backbone
by: Bonneville, Christophe, et al.
Published: (2024)

Numerical Considerations for the Construction of Karhunen-Loève Expansions
by: Safta, Cosmin, et al.
Published: (2026)

Improving the performance of Stein variational inference through extreme sparsification of physically-constrained neural network models
by: Padmanabha, Govinda Anantha, et al.
Published: (2024)

GPLaSDI: Gaussian Process-based Interpretable Latent Space Dynamics Identification through Deep Autoencoder
by: Bonneville, Christophe, et al.
Published: (2023)

A Physics-Informed Neural Network Framework for Simulating Creep Buckling in Growing Viscoelastic Biological Tissues
by: Lin, Zhongya, et al.
Published: (2025)

Equivariant graph convolutional neural networks for the representation of homogenized anisotropic microstructural mechanical response
by: Patel, Ravi, et al.
Published: (2024)

Accelerated Patient-Specific Hemodynamic Simulations with Hybrid Physics-Based Neural Surrogates
by: Rubio, Natalia L., et al.
Published: (2026)

Enhancing Multiscale Simulations with Constitutive Relations-Aware Deep Operator Networks
by: Eivazi, Hamidreza, et al.
Published: (2024)

Constitutive Manifold Neural Networks
by: Schuttert, Wouter J., et al.
Published: (2025)

Surrogate Modeling with Low-Rank Function Representation for Electromagnetic Simulation
by: Sun, Mingze, et al.
Published: (2026)

On the Intrinsic Link between Gradient Strengthening and Passivation Onset in Single Crystal Plasticity
by: Pouriayevali, Habib
Published: (2026)

A discontinuous Galerkin method based isogeometric analysis framework for flexoelectricity in micro-architected dielectric solids
by: Sharma, Saurav, et al.
Published: (2023)

CAD-compatible structural shape optimization with a movable Bézier tetrahedral mesh
by: López, Jorge, et al.
Published: (2023)

Engineering-Oriented Symbolic Regression: LLMs as Physics Agents for Discovery of Simulation-Ready Constitutive Laws
by: Wu, Yue, et al.
Published: (2026)

A Data-Driven Method for Modeling Creep-Fatigue Stress-Strain Behavior Using Neural ODEs
by: Deng, Hao, et al.
Published: (2025)

Data Driven Calibration of Analytical Concrete Creep Models Considering Preloading Effects Using Gaussian Processes
by: Heller, Leonie, et al.
Published: (2026)

Fast Thermal-Aware Chiplet Placement Assisted by Surrogate
by: Zhang, Qinqin, et al.
Published: (2025)

Reusable Surrogate Models for Distillation Columns
by: Bubel, Martin, et al.
Published: (2025)

Games with $ω$-Automatic Preference Relations
by: Bruyère, Véronique, et al.
Published: (2025)

Algorithm and Strategy Construction for Sure-Almost-Sure Stochastic Parity Games
by: Doyen, Laurent, et al.
Published: (2026)

Regular Games with Imperfect Information Are Not That Regular
by: Doyen, Laurent, et al.
Published: (2024)

Fast Multitask Gaussian Process Regression
by: Sorokin, Aleksei G., et al.
Published: (2026)

PI-JEPA: Label-Free Surrogate Pretraining for Coupled Multiphysics Simulation via Operator-Split Latent Prediction
by: Yee, Brandon, et al.
Published: (2026)

Mechanics-Informed Machine Learning for Geospatial Modeling of Soil Liquefaction: Global and National Surrogate Models for Simulation and Near-Real-Time Response
by: Sanger, Morgan D., et al.
Published: (2025)

Skeletal Reaction Models for Gasoline Surrogate Combustion
by: Liu, Yinmin, et al.
Published: (2025)

Surrogate impact modelling for crop yield assessment
by: Vlachopoulos, Odysseas, et al.
Published: (2026)

FluxNet: Learning Capacity-Constrained Local Transport Operators for Conservative and Bounded PDE Surrogates
by: Lan, Zishuo, et al.
Published: (2026)

Discovery of Hyperelastic Constitutive Laws from Experimental Data with EUCLID
by: Abbasi, Arefeh, et al.
Published: (2025)

Hybrid MKNF for Aeronautics Applications: Usage and Heuristics
by: Sheela, Arun Raveendran Nair, et al.
Published: (2026)

Centralization and Stability in Formal Constitutions
by: Gafni, Yotam
Published: (2025)

Partitioned Surrogates and Thompson Sampling for Multidisciplinary Bayesian Optimization
by: Baars, Susanna, et al.
Published: (2024)

HyperCAN: Hypernetwork-Driven Deep Parameterized Constitutive Models for Metamaterials
by: Zheng, Li, et al.
Published: (2024)

Constitutional Arms Races in the Public Goods Game: Co-Evolving LLM Constitutions Under Cooperation-Defection Pressure
by: Kumar, Ujwal, et al.
Published: (2026)

Analyzing Many Simulations of Hybrid Programs in Lince
by: Arrieta, Reydel, et al.
Published: (2025)

Mechanism Design With Predictions for Obnoxious Facility Location
by: Istrate, Gabriel, et al.
Published: (2022)

Automated Constitutive Model Discovery by Pairing Sparse Regression Algorithms with Model Selection Criteria
by: Urrea-Quintero, Jorge-Humberto, et al.
Published: (2025)

Learning ultra-compressible hyperelasticity with splines: Constitutive asymmetries and non-unique representations
by: Moreno-Mateos, Miguel Angel, et al.
Published: (2026)

LLM-Powered Automatic Theorem Proving and Synthesis for Hybrid Systems and Game
by: Kabra, Aditi, et al.
Published: (2026)