Cover Image

FLUME-FNO: data-efficient and scalable prediction of 3D wind and temperature fields in unseen urban morphologies

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Qin, Shaoxiang, Potsis, Theodore, Zhan, Dongxue, Liu, Xue, Stahopoulos, Ted, Wang, Liangzhu Leon
Format:	Preprint
Published:	2025
Subjects:	Fluid Dynamics Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Modeling Multivariable High-resolution 3D Urban Microclimate Using Localized Fourier Neural Operator
by: Qin, Shaoxiang, et al.
Published: (2024)

Using Diffusion Models for Reducing Spatiotemporal Errors of Deep Learning Based Urban Microclimate Predictions at Post-Processing Stage
by: Tahmasebi, Sepehrdad, et al.
Published: (2025)

Generalization of Urban Wind Environment Using Fourier Neural Operator Across Different Wind Directions and Cities
by: Chen, Cheng, et al.
Published: (2025)

Parametric Dynamic Mode Decomposition with multi-linear interpolation for prediction of thermal fields of Al2O3-water nanofluid flows at unseen parameters
by: S, Abhijith M, et al.
Published: (2025)

Toward ultra-efficient high fidelity predictions of wind turbine wakes: Augmenting the accuracy of engineering models via LES-trained machine learning
by: Santoni, Christian, et al.
Published: (2024)

An aerodynamic measurement system to improve the efficiency of wind turbine rotor blades
by: Deparday, Julien, et al.
Published: (2025)

Hydrodynamic drift ratchet scalability
by: Herringer, James, et al.
Published: (2016)

Low-cost wind turbine aeroacoustic predictions using actuator lines
by: Botero-Bolivar, Laura, et al.
Published: (2024)

Resolvent analysis for predicting energetic structures in the far wake of a wind turbine
by: Feng, Dachuan, et al.
Published: (2024)

Fourier neural operator for large eddy simulation of compressible Rayleigh-Taylor turbulence
by: Luo, Tengfei, et al.
Published: (2024)

A fast and automated approach for urban CFD simulations: integration with meteorological predictions and its application to drone flights
by: Suárez-Vázquez, Marcos, et al.
Published: (2025)

A buoyancy-drag model with a time-varying drag coefficient for evaluating bubble front penetration depth
by: Liu, Dongxue, et al.
Published: (2024)

A one-dimensional mixing model for the impact of ablative Rayleigh-Taylor instability on compression dynamics
by: Liu, Dongxue, et al.
Published: (2024)

A ternary phase-field model for two-phase flows in complex geometries
by: Zhan, Chengjie, et al.
Published: (2023)

A progressive data-augmented RANS model for enhanced wind-farm simulations
by: Amarloo, Ali, et al.
Published: (2024)

Sensor optimization for urban wind estimation with cluster-based probabilistic framework
by: Liang, Yutong, et al.
Published: (2025)

Turbulent dispersion of breath by the wind
by: Poydenot, Florian, et al.
Published: (2021)

Modeling the effect of wind speed and direction shear on utility-scale wind turbine power production
by: Mata, Storm A., et al.
Published: (2023)

Effects of wind veer on a yawed wind turbine wake in atmospheric boundary layer flow
by: Narasimhan, Ghanesh, et al.
Published: (2022)

Phase-field-based lattice Boltzmann method for the transport of insoluble surfactant in two-phase flows
by: Zhan, Chengjie, et al.
Published: (2024)

Turbulent wind thrust control to reduce pitch motion of floating wind platforms with improved rotor operation
by: Zhang, Yi, et al.
Published: (2025)

On the prediction of underwater aerodynamic noise of offshore wind turbines
by: Bolívar, Laura Botero, et al.
Published: (2025)

Predicting air flow in calendered paper sheets from $μ$-CT data: combining physics with morphology
by: Gräfensteiner, Phillip, et al.
Published: (2025)

How thermally-induced secondary motions in offshore hybrid wind-solar farms improve wind-farm efficiency
by: Bon, Thijs, et al.
Published: (2024)

Reconstruction and fast prediction of a 3D flow field based on a variational autoencoder
by: Liu, Gongyan, et al.
Published: (2023)

Phase-field modeling of dendritic growth with gas bubbles in the solidification of binary alloys
by: Zhan, Chengjie, et al.
Published: (2024)

Kirigami-inspired wind steering for natural ventilation
by: Stein-Montalvo, Lucia, et al.
Published: (2023)

Momentum fluxes in wind-forced breaking waves
by: Scapin, Nicolò, et al.
Published: (2024)

Role of flow topology in wind-driven wildfire propagation
by: Viknesh, Siva, et al.
Published: (2024)

Fully convolutional networks for velocity-field predictions based on the wall heat flux in turbulent boundary layers
by: Guastoni, L., et al.
Published: (2022)

The effects of salinity and inclination on the morphology of melting ice
by: Hauchar, Tomás J. Ferreyra, et al.
Published: (2026)

Frequency-Dependent Magnetic modulation of deposition morphology
by: Saroj, S. K., et al.
Published: (2026)

Uncertain data assimilation for urban wind flow simulations with OpenLB-UQ
by: Zhong, Mingliang, et al.
Published: (2025)

Comparative study of equilibrium and non-equilibrium predictions by different models for a hypersonic cone at high-altitude
by: Wang, Mengyu, et al.
Published: (2026)

Toward ultra-efficient high-fidelity prediction of bed morphodynamics of large-scale meandering rivers using a novel LES-trained machine learning approach
by: Zhang, Zexia, et al.
Published: (2024)

Time-varying wind-turbine wakes at high Reynolds numbers
by: Wei, Nathaniel J., et al.
Published: (2025)

Modelling turbulence in axisymmetric wakes: an application to wind turbine wakes
by: Bastankhah, Majid, et al.
Published: (2023)

Self-consistent model for active control of wind turbine wakes
by: Li, Zhaobin, et al.
Published: (2025)

The wind-shade roughness model for turbulent wall-bounded flows
by: Meneveau, Charles, et al.
Published: (2024)

Wake dynamics of wind turbines in unsteady streamwise flow conditions
by: Wei, Nathaniel J., et al.
Published: (2024)