Copertina

Towards Spatio-Temporal Extrapolation of Phase-Field Simulations with Convolution-Only Neural Networks

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Bonneville, Christophe, Bieberdorf, Nathan, Robbe, Pieterjan, Asta, Mark, Najm, Habib, Capolungo, Laurent, Safta, Cosmin
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computational Engineering, Finance, and Science Artificial Intelligence Computer Vision and Pattern Recognition Machine Learning Numerical Analysis
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

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

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

A Comparison of Surrogate Constitutive Models for Viscoplastic Creep Simulation of HT-9 Steel
di: Robbe, Pieterjan, et al.
Pubblicazione: (2025)

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

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

Detecting and Triaging Spoofing using Temporal Convolutional Networks
di: Kularatnam, Kaushalya, et al.
Pubblicazione: (2024)

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

A Spatio-Temporal Approach with Self-Corrective Causal Inference for Flight Delay Prediction
di: Zhu, Qihui, et al.
Pubblicazione: (2024)

Efficient Traffic Prediction Through Spatio-Temporal Distillation
di: Zhang, Qianru, et al.
Pubblicazione: (2025)

Phase-Field Peridynamics
di: Partmann, Kai, et al.
Pubblicazione: (2026)

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

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

Bridging Sequential Deep Operator Network and Video Diffusion: Residual Refinement of Spatio-Temporal PDE Solutions
di: Park, Jaewan, et al.
Pubblicazione: (2025)

An Attention-based Spatio-Temporal Neural Operator for Evolving Physics
di: Karkaria, Vispi, et al.
Pubblicazione: (2025)

Spatio-Temporal Attention Graph Neural Network: Explaining Causalities With Attention
di: Koistinen, Kosti, et al.
Pubblicazione: (2026)

Data-Driven Structural Health Monitoring of Short Carbon Fiber-Reinforced Polymer Composites via Multiphysics Phase-Field Simulation
di: Arash, Behrouz, et al.
Pubblicazione: (2026)

Reconciling rough volatility with jumps
di: Jaber, Eduardo Abi, et al.
Pubblicazione: (2023)

Towards Realistic and Interpretable Market Simulations: Factorizing Financial Power Law using Optimal Transport
di: Hashimoto, Ryuji, et al.
Pubblicazione: (2025)

I-FENN with Temporal Convolutional Networks: expediting the load-history analysis of non-local gradient damage propagation
di: Pantidis, Panos, et al.
Pubblicazione: (2024)

Magnetic Field Conforming Formulations for Foil Windings
di: Denis, Louis, et al.
Pubblicazione: (2025)

Towards an Assisted Simulation Planning for Co-Simulation of Cyber-Physical Energy Systems
di: Schwarz, Jan Sören, et al.
Pubblicazione: (2024)

Rigid-Deformation Decomposition AI Framework for 3D Spatio-Temporal Prediction of Vehicle Collision Dynamics
di: Kim, Sanghyuk, et al.
Pubblicazione: (2025)

Toward Black Scholes for Prediction Markets: A Unified Kernel and Market Maker's Handbook
di: Dalen, Shaw
Pubblicazione: (2025)

Simulation of square-root processes made simple: applications to the Heston model
di: Jaber, Eduardo Abi
Pubblicazione: (2024)

Rolling Forward: Enhancing LightGCN with Causal Graph Convolution for Credit Bond Recommendation
di: Ghiye, Ashraf, et al.
Pubblicazione: (2025)

CauSTream: Causal Spatio-Temporal Representation Learning for Streamflow Forecasting
di: Wan, Shu, et al.
Pubblicazione: (2025)

A Phase-Field-Micromechanics Study on the Microstructural Evolution during Viscous Sintering
di: Dai, Xiaoxu, et al.
Pubblicazione: (2024)

Numerical Modeling of Stress Corrosion Cracking in Steel Structures with Phase Field Method
di: Askari, M., et al.
Pubblicazione: (2023)

Towards Real-Time Urban Physics Simulations with Digital Twins
di: Bonari, Jacopo, et al.
Pubblicazione: (2024)

Towards Calibrating Financial Market Simulators with High-frequency Data
di: Yang, Peng, et al.
Pubblicazione: (2025)

Causality-Respecting Adaptive Refinement for PINNs: Enabling Precise Interface Evolution in Phase Field Modeling
di: Wang, Wei, et al.
Pubblicazione: (2024)

Exploiting Supply Chain Interdependencies for Stock Return Prediction: A Full-State Graph Convolutional LSTM
di: Liu, Chang
Pubblicazione: (2023)

A Multi-Period Topology and Design Optimization Approach for District Heating Networks
di: Wack, Yannick, et al.
Pubblicazione: (2024)

A Regularized Ensemble Kalman Filter for Stochastic Phase Field Models of Brittle Fracture
di: Hermann, Lucas, et al.
Pubblicazione: (2026)

Financial Wind Tunnel: A Retrieval-Augmented Market Simulator
di: Cao, Bokai, et al.
Pubblicazione: (2025)

Toward path-invariant embeddings for local distance source characterization
di: Linville, Lisa, et al.
Pubblicazione: (2024)

Crisis-Resilient Portfolio Management via Graph-based Spatio-Temporal Learning
di: Li, Zan, et al.
Pubblicazione: (2025)

Event-Based Limit Order Book Simulation under a Neural Hawkes Process: Application in Market-Making
di: Lalor, Luca, et al.
Pubblicazione: (2025)

Connecting Quantum Computing with Classical Stochastic Simulation
di: Blanchet, Jose, et al.
Pubblicazione: (2025)

Calibration and Validation of a Phase-Field Model of Brittle Fracture within the Damage Mechanics Challenge
di: Heinzmann, Jonas, et al.
Pubblicazione: (2024)