Copertina

Deep Learning Method for Airfoil Flow Field Simulation Based on Unet++

Fuente: Wiley Open Access

Salvato in:

Dettagli Bibliografici
Autori principali:	Xie Ruiling, Xu Jie, Chen Jianping, Tan Peizhi
Natura:	Artículo Open Access
Pubblicazione:	Wiley 2025
Soggetti:	International Journal for Numerical Methods in Fluids
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Airfoil Shape Optimization in Ultralow Reynolds Flows Applying a Deep Learning–Genetic Algorithm Framework on a Shear‐Stress‐Based Inverse Design Method
di: Zakaria Drafsh, et al.
Pubblicazione: (2025)

Comparative Analysis of the Impact of Two Flow Control Methods on the Stall Characteristics of NACA0021 Airfoil Using DMD and POD Methods
di: Zelin Liu, et al.
Pubblicazione: (2025)

Comparative Analysis of Reinforcement Learning Agents for Optimizing Airfoil Shapes
di: Harsh H. Sawant, et al.
Pubblicazione: (2025)

Monolithic Newton‐Multigrid Finite Element Methods for the Simulation of Thixoviscoplastic Flows
di: Naheed Begum, et al.
Pubblicazione: (2024)

Extension of High‐Order Lattice Boltzmann Flux Solver for Simulation of Three‐Dimensional Compressible Flows
di: Jian Qin, et al.
Pubblicazione: (2025)

Comparison of Contact Angle Models in Two‐Phase Flow Simulations Using a Conservative Phase Field Equation
di: Mingguang Shen, et al.
Pubblicazione: (2024)

EVSS‐Based Simulation Techniques for the Viscoelastic Fluids With Pure Polymer Melts Using Three‐Field Approach
di: R. Ahmad, et al.
Pubblicazione: (2026)

A Non‐Dissipative, Energy‐Conserving, Arbitrary High‐Order Numerical Method and Its Efficient Implementation for Incompressible Flow Simulation in Complex Geometries
di: Sreevatsa Anantharamu, et al.
Pubblicazione: (2024)

A Relaxation Scheme for the Simulation of Two‐Phase Flows With Inaccessible Pore Volume in Polymer Flooding
di: C. Berthon, et al.
Pubblicazione: (2024)

Analysis of Turbulent Modeling for Free‐Surface Flows Using a Hybrid RANS ‐ LES Model and Particle‐Based Moving Particle Semi‐Implicit Method
di: Fabio Kenji Motezuki, et al.
Pubblicazione: (2025)

Sim‐Net: Simulation Net for Solving Seepage Equation Under Unsteady Boundary
di: Daolun Li, et al.
Pubblicazione: (2024)

Local and Parallel Mixed‐Precision Finite Element Methods for the Time‐Dependent Incompressible Flows
di: Qingfang Liu, et al.
Pubblicazione: (2025)

Direct Numerical Simulation and Implicit Large‐Eddy Simulation of Shock Train in Channel Flow Using High Order Optimised Targeted Essentially Non‐Oscillatory Schemes
di: Agneev Roy, et al.
Pubblicazione: (2025)

An Extended Lattice Boltzmann Approach to Simulate Multi‐Cylinder Configured High‐Speed Compressible Fluid Flows
di: Mahendra Yadav, et al.
Pubblicazione: (2025)

The Matrix‐Free Macro‐Element Hybridized Discontinuous Galerkin Method for Steady and Unsteady Compressible Flows
di: Vahid Badrkhani, et al.
Pubblicazione: (2024)

Application of High‐Order Direct Flux Reconstruction and Stiffness‐Resilient Time Integration to Simulations of Idealized Atmospheric Flows
di: Stéphane Gaudreault, et al.
Pubblicazione: (2025)

A Hybrid Method Combining Mimetic Finite Difference and Discontinuous Galerkin for Two‐Phase Reservoir Flow Problems
di: Xiang Rao, et al.
Pubblicazione: (2024)

An Extended Height‐Function Method for 3D VOF Simulations of Wetting Phenomena on Super‐Hydrophilic and Hydrophobic Surfaces
di: Kenya Kitada, et al.
Pubblicazione: (2025)

A High‐Order Hybrid Compact‐WENO Finite‐Difference Immersed Boundary Method for Computing Two‐Dimensional Inviscid Compressible Flows
di: Mohammad Hossein Marashi, et al.
Pubblicazione: (2025)

Higher Order Method Based on the Combination of Local Discontinuous Galerkin and Spectral Deferred Correction Method for the Rotating Navier–Stokes Equations
di: Xuewei Zhang, et al.
Pubblicazione: (2025)

A Comparative Study on Heat Transfer and Entropy Generation of Ferrofluid Flowing Through a Double‐Tube Heat Exchanger Subjected to Various Magnetic Fields
di: Ali Jalayeri, et al.
Pubblicazione: (2025)

A Time‐Space Dual Adaptive Uncoupled Method for Supersonic Combustion
di: Junjie Wu, et al.
Pubblicazione: (2024)

A Microscopic Remaining Oil Prediction Method in Chemical Flooding Based on Parameter Constraints
di: Bei Wei, et al.
Pubblicazione: (2026)

An Adaptive Meshless Method Based on the Residual‐Based a Posteriori Error Estimation for Magnetohydrodynamics Problem at Very High Hartmann Number
di: Xiaohua Zhang, et al.
Pubblicazione: (2025)

An Improved Curvature Estimation Method Based on Height Function and Volume Preserving Mean Curvature Motion
di: Cheng Liu, et al.
Pubblicazione: (2026)

An Improved Single‐Layer Smoothed Particle Hydrodynamics Model for Water–Soil Two‐Phase Flow
di: Zi‐Yang Zhan, et al.
Pubblicazione: (2024)

A Framework Unifying Three‐Cell‐Based Scale‐Invariant Exponential and Trigonometric WENO Weighting Functions With Optimal Shape Parameters
di: Xi Deng, et al.
Pubblicazione: (2025)

Three‐Dimensional Flow Characteristics of Gas–Liquid–Solid Three‐Phase Flow in Mining Riser of Horizontal Well for Gas Hydrate Extraction
di: Xiaoqiang Guo, et al.
Pubblicazione: (2025)

Performance Assessment of the Immersed Boundary Method in the Framework of the Moment Representation Lattice Boltzmann Method
di: Marco A. Ferrari, et al.
Pubblicazione: (2026)

Numerical Investigation and Machine Learning Predictions for Enhanced Thermal Management in Pulsating Heat Pipes: Modeling Turbulent Flow and Heat Transfer Characteristics in Nuclear Applications
di: Erfan Khosravian
Pubblicazione: (2024)

Linear Discontinuity Sharpening for Highly Resolved and Robust Magnetohydrodynamics Simulations
di: Tomohiro Mamashita, et al.
Pubblicazione: (2025)

An Extended HLLD Riemann Solver for the Numerical Simulation of Magneto‐Hydrodynamics
di: Xiaocheng Guo, et al.
Pubblicazione: (2025)

Lattice Boltzmann Simulation of Droplet Impact on an Oscillating Horizontal Surface
di: Qing Li, et al.
Pubblicazione: (2026)

Application of Machine Learning Methods to Predict the Temperature Value in Conjugate Convective Heat Transfer in a Fully Insulated Enclosure With Different Thermal Conductivity Properties
di: Alibek Issakhov, et al.
Pubblicazione: (2026)

Analyzing 3D Steady Variable Coefficients Convection–Diffusion‐Reaction Equations via a Hybrid Element‐Free Galerkin Method
di: Jiao Zhang, et al.
Pubblicazione: (2025)

Fast Calculation for the Flow and Heat Transfer of Tempered Fractional Maxwell Viscoelastic Fluid
di: Yi Liu, et al.
Pubblicazione: (2026)

A Novel Mesh‐Free Approach for Solving Incompressible Fluid Flow Problems
di: Rajaa Fadil, et al.
Pubblicazione: (2026)

Towards Accurate Simulations of Infiltration in Homogeneous Soils Using Harmonic/Geometric Averaging
di: Vishnu Prakash K, et al.
Pubblicazione: (2025)

A Mathematical Model for Two‐Phase Flow in Confined Environments: Numerical Solution and Validation
di: Giuseppe Sciumè, et al.
Pubblicazione: (2025)

Using the Discrete Wavelet Transform for Lossy On‐the‐Fly Compression of GPU Fluid Simulations
di: Clément Flint, et al.
Pubblicazione: (2024)