Cover Image

A Pioneering Neural Network Method for Efficient and Robust Fluid Simulation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Yu, Zheng, Shuai, Wang, Nianyi, Jin, Menglong, Chang, Yan
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Graphics Machine Learning Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FluidFormer: Transformer with Continuous Convolution for Particle-based Fluid Simulation
by: Wang, Nianyi, et al.
Published: (2025)

DualFluidNet: an Attention-based Dual-pipeline Network for FLuid Simulation
by: Chen, Yu, et al.
Published: (2023)

Identifying Locally Turbulent Vortices within Instabilities
by: Vivodtzev, Fabien, et al.
Published: (2024)

Neural Kinematic Bases for Fluids
by: Liu, Yibo, et al.
Published: (2025)

An Adjoint Method for Differentiable Fluid Simulation on Flow Maps
by: Li, Zhiqi, et al.
Published: (2025)

Fluid Simulation on Vortex Particle Flow Maps
by: Wang, Sinan, et al.
Published: (2025)

DDFKs: Fluid Simulation with Dynamic Divergence-Free Kernels
by: Xing, Jingrui, et al.
Published: (2026)

Accelerating Simulation of Two-Phase Flows with Neural PDE Surrogates
by: Poels, Yoeri, et al.
Published: (2024)

VortexViz: Finding Vortex Boundaries by Learning from Particle Trajectories
by: de Silva, Akila, et al.
Published: (2024)

NeuralFluid: Neural Fluidic System Design and Control with Differentiable Simulation
by: Li, Yifei, et al.
Published: (2024)

Fluid Control with Localized Spacetime Windows
by: Chen, Yixin, et al.
Published: (2025)

Particle-Laden Fluid on Flow Maps
by: Li, Zhiqi, et al.
Published: (2024)

Solid-Fluid Interaction on Particle Flow Maps
by: Chen, Duowen, et al.
Published: (2024)

Direct Flow Simulations with Implicit Neural Representation of Complex Geometry
by: Karki, Samundra, et al.
Published: (2025)

Fluid Implicit Particles on Coadjoint Orbits
by: Nabizadeh, Mohammad Sina, et al.
Published: (2024)

Cell-Constrained Particles for Incompressible Fluids
by: Levi, Zohar
Published: (2024)

Image Velocimetry using Direct Displacement Field estimation with Neural Networks for Fluids
by: Magaña, Efraín, et al.
Published: (2025)

Mesh Neural Networks for SE(3)-Equivariant Hemodynamics Estimation on the Artery Wall
by: Suk, Julian, et al.
Published: (2022)

A Thermomechanical Hybrid Incompressible Material Point Method
by: Kala, Victoria, et al.
Published: (2024)

Thunderscapes: Simulating the Dynamics of Mesoscale Convective System
by: Hao, Tianchen
Published: (2024)

CNN-powered micro- to macro-scale flow modeling in deformable porous media
by: Heider, Yousef, et al.
Published: (2025)

Large-scale flood modeling and forecasting with FloodCast
by: Xu, Qingsong, et al.
Published: (2024)

On the Role of Strain and Vorticity in Numerical Integration Error for Flow Matching
by: Tao, Chenxi, et al.
Published: (2026)

Learning to Estimate Single-View Volumetric Flow Motions without 3D Supervision
by: Franz, Aleksandra, et al.
Published: (2023)

The compressible Neural Particle Method for Simulating Compressible Viscous Fluid Flows
by: Shibukawa, Masato, et al.
Published: (2025)

Droplet Simulations in Computer Graphics: Theories, Methods and Applications
by: Keshtkar, Hossein, et al.
Published: (2024)

Velocity-Based Monte Carlo Fluids
by: Sugimoto, Ryusuke, et al.
Published: (2024)

The Granule-In-Cell Method for Simulating Sand--Water Mixtures
by: Tang, Yizao, et al.
Published: (2025)

NeuralVDB: High-resolution Sparse Volume Representation using Hierarchical Neural Networks
by: Kim, Doyub, et al.
Published: (2022)

A Bag of Tricks for Efficient Implicit Neural Point Clouds
by: Hahlbohm, Florian, et al.
Published: (2025)

Topology-Preserving Coupling of Compressible Fluids and Thin Deformables
by: Panuelos, Jonathan, et al.
Published: (2025)

Physics-Informed Temporal U-Net for High-Fidelity Fluid Interpolation
by: A., Eshwar R., et al.
Published: (2026)

Hybrid Neural-MPM for Interactive Fluid Simulations in Real-Time
by: Xu, Jingxuan, et al.
Published: (2025)

ECNR: Efficient Compressive Neural Representation of Time-Varying Volumetric Datasets
by: Tang, Kaiyuan, et al.
Published: (2023)

A Finite Element-Inspired Hypergraph Neural Network: Application to Fluid Dynamics Simulations
by: Gao, Rui, et al.
Published: (2022)

HybridNeRF: Efficient Neural Rendering via Adaptive Volumetric Surfaces
by: Turki, Haithem, et al.
Published: (2023)

PDEBENCH: An Extensive Benchmark for Scientific Machine Learning
by: Takamoto, Makoto, et al.
Published: (2022)

An Eulerian Vortex Method on Flow Maps
by: Wang, Sinan, et al.
Published: (2024)

Towards High-Fidelity Gaussian Splatting with Queried-Convolution Neural Networks
by: Kumar, Abhinav, et al.
Published: (2025)

Neural Differential Appearance Equations
by: Liu, Chen, et al.
Published: (2024)