A Finite Element-Inspired Hypergraph Neural Network: Application to Fluid Dynamics Simulations
Fuente:
arXiv
Saved in:
| Main Authors: | Gao, Rui, Deo, Indu Kant, Jaiman, Rajeev K. |
|---|---|
| Format: | Preprint |
| Published: |
2022
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Predicting Wave Dynamics using Deep Learning with Multistep Integration Inspired Attention and Physics-Based Loss Decomposition
by: Deo, Indu Kant, et al.
Published: (2025)
by: Deo, Indu Kant, et al.
Published: (2025)
Continual Learning of Range-Dependent Transmission Loss for Underwater Acoustic using Conditional Convolutional Neural Net
by: Deo, Indu Kant, et al.
Published: (2024)
by: Deo, Indu Kant, et al.
Published: (2024)
A Mesh-Adaptive Hypergraph Neural Network for Unsteady Flow Around Oscillating and Rotating Structures
by: Gao, Rui, et al.
Published: (2025)
by: Gao, Rui, et al.
Published: (2025)
Predicting fluid-structure interaction with graph neural networks
by: Gao, Rui, et al.
Published: (2022)
by: Gao, Rui, et al.
Published: (2022)
An Efficient and Accurate Surrogate Modeling of Flapping Dynamics in Inverted Elastic Foils using Hypergraph Neural Networks
by: Parekh, Aarshana R., et al.
Published: (2025)
by: Parekh, Aarshana R., et al.
Published: (2025)
Predicting Flow-Induced Vibration in Isolated and Tandem Cylinders Using Hypergraph Neural Networks
by: Heydari, Shayan, et al.
Published: (2025)
by: Heydari, Shayan, et al.
Published: (2025)
Harnessing Loss Decomposition for Long-Horizon Wave Predictions via Deep Neural Networks
by: Deo, Indu Kant, et al.
Published: (2024)
by: Deo, Indu Kant, et al.
Published: (2024)
A Graph Neural Network Surrogate Model for Multi-Objective Fluid-Acoustic Shape Optimization
by: Hadizadeh, Farnoosh, et al.
Published: (2024)
by: Hadizadeh, Farnoosh, et al.
Published: (2024)
An Efficient Phase-field Framework for Contact Dynamics between Deformable Solids in Fluid Flow
by: Rath, Biswajeet, et al.
Published: (2024)
by: Rath, Biswajeet, et al.
Published: (2024)
LLM4Fluid: Large Language Models as Generalizable Neural Solvers for Fluid Dynamics
by: Xiao, Qisong, et al.
Published: (2026)
by: Xiao, Qisong, et al.
Published: (2026)
A numerical study on the oscillatory dynamics of tip vortex cavitation
by: Lak, Saman, et al.
Published: (2023)
by: Lak, Saman, et al.
Published: (2023)
Flow-induced vibration of a flexible cantilever in tandem configuration
by: Heydari, Shayan, et al.
Published: (2023)
by: Heydari, Shayan, et al.
Published: (2023)
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics
by: Toshev, Artur P., et al.
Published: (2024)
by: Toshev, Artur P., et al.
Published: (2024)
OmniFluids: Physics Pre-trained Modeling of Fluid Dynamics
by: Zhang, Rui, et al.
Published: (2025)
by: Zhang, Rui, et al.
Published: (2025)
Hybrid Neural-MPM for Interactive Fluid Simulations in Real-Time
by: Xu, Jingxuan, et al.
Published: (2025)
by: Xu, Jingxuan, et al.
Published: (2025)
Flow-Induced Vibration of Flexible Hydrofoil Within Cavitating Turbulent Flow
by: Cheng, Zhi, et al.
Published: (2024)
by: Cheng, Zhi, et al.
Published: (2024)
Impact of Loss Weight and Model Complexity on Physics-Informed Neural Networks for Computational Fluid Dynamics
by: Chou, Yi En, et al.
Published: (2025)
by: Chou, Yi En, et al.
Published: (2025)
The compressible Neural Particle Method for Simulating Compressible Viscous Fluid Flows
by: Shibukawa, Masato, et al.
Published: (2025)
by: Shibukawa, Masato, et al.
Published: (2025)
A finite element framework for fluid-structure interaction of turbulent cavitating flows with flexible structures
by: Darbhamulla, Nihar B., et al.
Published: (2023)
by: Darbhamulla, Nihar B., et al.
Published: (2023)
A Physics-Guided Probabilistic Surrogate Modeling Framework for Digital Twins of Underwater Radiated Noise
by: Deo, Indu Kant, et al.
Published: (2025)
by: Deo, Indu Kant, et al.
Published: (2025)
Wake Interference Effects on Flapping Dynamics of Elastic Inverted Foil
by: Parekh, Aarshana R., et al.
Published: (2023)
by: Parekh, Aarshana R., et al.
Published: (2023)
Transported Memory Networks accelerating Computational Fluid Dynamics
by: Schulz, Matthias, et al.
Published: (2025)
by: Schulz, Matthias, et al.
Published: (2025)
A 3D phase-field based Eulerian variational framework for multiphase fluid-structure interaction with contact dynamics
by: Mao, Xiaoyu, et al.
Published: (2024)
by: Mao, Xiaoyu, et al.
Published: (2024)
Coupling Machine Learning Local Predictions with a Computational Fluid Dynamics Solver to Accelerate Transient Buoyant Plume Simulations
by: Caron, Clément, et al.
Published: (2024)
by: Caron, Clément, et al.
Published: (2024)
FD-Bench: A Modular and Fair Benchmark for Data-driven Fluid Simulation
by: Wang, Haixin, et al.
Published: (2025)
by: Wang, Haixin, et al.
Published: (2025)
Inpainting Computational Fluid Dynamics with Deep Learning
by: Shu, Dule, et al.
Published: (2024)
by: Shu, Dule, et al.
Published: (2024)
Koopman Autoencoders with Continuous-Time Latent Dynamics for Fluid Dynamics Forecasting
by: Grozavescu, Rares, et al.
Published: (2026)
by: Grozavescu, Rares, et al.
Published: (2026)
Neural Kinematic Bases for Fluids
by: Liu, Yibo, et al.
Published: (2025)
by: Liu, Yibo, et al.
Published: (2025)
MeshMask: Physics-Based Simulations with Masked Graph Neural Networks
by: Garnier, Paul, et al.
Published: (2025)
by: Garnier, Paul, et al.
Published: (2025)
LAViG-FLOW: Latent Autoregressive Video Generation for Fluid Flow Simulations
by: De Pellegrini, Vittoria, et al.
Published: (2026)
by: De Pellegrini, Vittoria, et al.
Published: (2026)
Predicting Energy Budgets in Droplet Dynamics: A Recurrent Neural Network Approach
by: de Aguiar, Diego A., et al.
Published: (2024)
by: de Aguiar, Diego A., et al.
Published: (2024)
Knowledge-Based Convolutional Neural Network for the Simulation and Prediction of Two-Phase Darcy Flows
by: Elabid, Zakaria, et al.
Published: (2024)
by: Elabid, Zakaria, et al.
Published: (2024)
An ALE-Consistent Graph Neural Operator-Transformer Framework for Fluid-Structure Interaction
by: Zhao, Shihang, et al.
Published: (2026)
by: Zhao, Shihang, et al.
Published: (2026)
DeepLag: Discovering Deep Lagrangian Dynamics for Intuitive Fluid Prediction
by: Ma, Qilong, et al.
Published: (2024)
by: Ma, Qilong, et al.
Published: (2024)
DiffFluid: Plain Diffusion Models are Effective Predictors of Flow Dynamics
by: Luo, Dongyu, et al.
Published: (2024)
by: Luo, Dongyu, et al.
Published: (2024)
A Pioneering Neural Network Method for Efficient and Robust Fluid Simulation
by: Chen, Yu, et al.
Published: (2024)
by: Chen, Yu, et al.
Published: (2024)
Addressing A Posteriori Performance Degradation in Neural Network Subgrid Stress Models
by: Wu, Andy, et al.
Published: (2025)
by: Wu, Andy, et al.
Published: (2025)
Combining Machine Learning with Computational Fluid Dynamics using OpenFOAM and SmartSim
by: Maric, Tomislav, et al.
Published: (2024)
by: Maric, Tomislav, et al.
Published: (2024)
Model-Agnostic AI Framework with Explicit Time Integration for Long-Term Fluid Dynamics Prediction
by: Yang, Sunwoong, et al.
Published: (2024)
by: Yang, Sunwoong, et al.
Published: (2024)
Targeted Digital Twin via Flow Map Learning and Its Application to Fluid Dynamics
by: Chen, Qifan, et al.
Published: (2025)
by: Chen, Qifan, et al.
Published: (2025)
Similar Items
-
Predicting Wave Dynamics using Deep Learning with Multistep Integration Inspired Attention and Physics-Based Loss Decomposition
by: Deo, Indu Kant, et al.
Published: (2025) -
Continual Learning of Range-Dependent Transmission Loss for Underwater Acoustic using Conditional Convolutional Neural Net
by: Deo, Indu Kant, et al.
Published: (2024) -
A Mesh-Adaptive Hypergraph Neural Network for Unsteady Flow Around Oscillating and Rotating Structures
by: Gao, Rui, et al.
Published: (2025) -
Predicting fluid-structure interaction with graph neural networks
by: Gao, Rui, et al.
Published: (2022) -
An Efficient and Accurate Surrogate Modeling of Flapping Dynamics in Inverted Elastic Foils using Hypergraph Neural Networks
by: Parekh, Aarshana R., et al.
Published: (2025)