Cover Image

FMEnets: Flow, Material, and Energy networks for non-ideal plug flow reactor design

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wu, Chenxi, Toscano, Juan Diego, Shukla, Khemraj, Chen, Yingjie, Shahmohammadi, Ali, Raymond, Edward, Toupy, Thomas, Nazemifard, Neda, Papageorgiou, Charles, Karniadakis, George Em
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Fluid Dynamics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

H3PC: Hypersonic, High-Order, High-Performance Code with Adaptive Mesh Refinement and Real Chemistry
by: Peyvan, Ahmad, et al.
Published: (2025)

GIMLET: Generalizable and Interpretable Model Learning through Embedded Thermodynamics
by: Shiratori, Suguru, et al.
Published: (2025)

Body-Free Simulation of Three-Dimensional Turbulent Cylinder Wakes
by: Wang, Zhicheng, et al.
Published: (2025)

NeuroSEM: A hybrid framework for simulating multiphysics problems by coupling PINNs and spectral elements
by: Shukla, Khemraj, et al.
Published: (2024)

Learning thermoacoustic interactions in combustors using a physics-informed neural network
by: Mariappan, Sathesh, et al.
Published: (2023)

Effect of Turbulence-Closure Consistency on Airfoil Identification
by: Zhang, Zhen, et al.
Published: (2025)

Fusion-DeepONet: A Data-Efficient Neural Operator for Geometry-Dependent Hypersonic and Supersonic Flows
by: Peyvan, Ahmad, et al.
Published: (2025)

Deep operator learning-based surrogate models for aerothermodynamic analysis of AEDC hypersonic waverider
by: Shukla, Khemraj, et al.
Published: (2024)

Operator Learning for Reconstructing Flow Fields from Sparse Measurements: an Energy Transformer Approach
by: Zhang, Qian, et al.
Published: (2025)

Neural Operator Modeling of Platelet Geometry and Stress in Shear Flow
by: Laudato, Marco, et al.
Published: (2025)

Learning Turbulent Flows with Generative Models: Super-resolution, Forecasting, and Sparse Flow Reconstruction
by: Oommen, Vivek, et al.
Published: (2025)

A comprehensive and FAIR comparison between MLP and KAN representations for differential equations and operator networks
by: Shukla, Khemraj, et al.
Published: (2024)

Inferring turbulent velocity and temperature fields and their statistics from Lagrangian velocity measurements using physics-informed Kolmogorov-Arnold Networks
by: Toscano, Juan Diego, et al.
Published: (2024)

RiemannONets: Interpretable Neural Operators for Riemann Problems
by: Peyvan, Ahmad, et al.
Published: (2024)

PINNs4Drops: Video-conditioned physics-informed neural networks for two-phase flow reconstruction
by: Dreisbach, Maximilian, et al.
Published: (2024)

Representation Meets Optimization: Training PINNs and PIKANs for Gray-Box Discovery in Systems Pharmacology
by: Daryakenari, Nazanin Ahmadi, et al.
Published: (2025)

DeepVIVONet: Using deep neural operators to optimize sensor locations with application to vortex-induced vibrations
by: Wan, Ruyin, et al.
Published: (2025)

Integrating Neural Operators with Diffusion Models Improves Spectral Representation in Turbulence Modeling
by: Oommen, Vivek, et al.
Published: (2024)

Uncertainty Quantification in PINNs for Turbulent Flows: Bayesian Inference and Repulsive Ensembles
by: Shukla, Khemraj, et al.
Published: (2026)

Tackling the Curse of Dimensionality with Physics-Informed Neural Networks
by: Hu, Zheyuan, et al.
Published: (2023)

Uncovering bistability phenomena in two-layer Couette flow experiments using nonlocal evolution equations
by: Wang, Xingyu, et al.
Published: (2025)

Simulating acoustically-actuated flows in complex microchannels using the volume penalization technique
by: Kshetri, Khemraj Gautam, et al.
Published: (2025)

Turbulence Closure in RANS and Flow Inference around a Cylinder using PINNs and Sparse Experimental Data
by: Zhang, Z., et al.
Published: (2025)

Consistent continuum equations and numerical benchmarks for a perturbation-based, variable-coefficient acoustofluidic solver
by: Kshetri, Khemraj Gautam, et al.
Published: (2025)

Reactor scale simulations of ALD and ALE: ideal and non-ideal self-limited processes in a cylindrical and a 300 mm wafer cross-flow reactor
by: Yanguas-Gil, Angel, et al.
Published: (2021)

Nonmodal stability analysis of the plane Poiseuille flow in a multilayer porous-fluid channel
by: Karmakar, Supriya, et al.
Published: (2024)

Optimizing the Optimizer for Physics-Informed Neural Networks and Kolmogorov-Arnold Networks
by: Kiyani, Elham, et al.
Published: (2025)

Laminar boundary layers over small-scale textured surfaces
by: Tomlinson, Samuel D., et al.
Published: (2025)

Probabilistic plugging of airways by sliding mucus films
by: Hazra, Swarnaditya, et al.
Published: (2025)

Hypersonic Boundary Layer Transition and Heat Loading
by: Peyvan, Ahmad, et al.
Published: (2024)

Couette flow turbulence reduction by the flow spanwise reflection symmetry breaking: On the universality of the control strategy
by: Khujadze, George, et al.
Published: (2024)

Numerical investigation of three-dimensional effects of cavitating flow in a venturi-type hydrodynamic cavitation reactor
by: Apte, Dhruv, et al.
Published: (2024)

Learning 3D Hypersonic Flow with Physics-Enhanced Neural Fields: A Case Study on the Orion Reentry Capsule
by: Borde, Haitz Sáez de Ocáriz, et al.
Published: (2026)

A high-fidelity finite volume scheme for ideal magnetohydrodynamics equations using boundary variation diminishing algorithm
by: Chenxi, Pan, et al.
Published: (2024)

Bridging scales in multiscale bubble growth dynamics with correlated fluctuations using neural operator learning
by: Lu, Minglei, et al.
Published: (2024)

Tailor-designed models for the turbulent velocity gradient through normalizing flow
by: Carbone, Maurizio, et al.
Published: (2024)

Flow transition of liquid-liquid two-phase Taylor-Couette flow with axial flow
by: Masuda, Hayato, et al.
Published: (2025)

Linear feedback control of liquid film on moving substrate via free-surface stresses
by: Pino, Fabio, et al.
Published: (2026)

Retrofitting Earth System Models with Cadence-Limited Neural Operator Updates
by: Bora, Aniruddha, et al.
Published: (2025)

Linear Stability Analysis of Oblique Couette-Poiseuille flows
by: Abdullah, Muhammad, et al.
Published: (2024)