Imagen de Portada

Real-time and On-site Aerodynamics using Stereoscopic PIV and Deep Optical Flow Learning

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Elrefaie, Mohamed, Hüttig, Steffen, Gladkova, Mariia, Gericke, Timo, Cremers, Daniel, Breitsamter, Christian
Formato:	Preprint
Publicado:	2024
Materias:	Fluid Dynamics
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

TripNet: Learning Large-scale High-fidelity 3D Car Aerodynamics with Triplane Networks
por: Chen, Qian, et al.
Publicado: (2025)

RapidPIV: Full Flow-Field kHz PIV for Real-Time Display and Control
por: Bollt, Scott A., et al.
Publicado: (2025)

DrivAerNet: A Parametric Car Dataset for Data-Driven Aerodynamic Design and Prediction
por: Elrefaie, Mohamed, et al.
Publicado: (2024)

Multi-pathline flow visualization using PIV images
por: Sun, Yukun, et al.
Publicado: (2026)

Full-domain POD modes from PIV asynchronous patches
por: Tirelli, Iacopo, et al.
Publicado: (2025)

A PINN Methodology for Temperature Field Reconstruction in the PIV Measurement Plane: Case of Rayleigh-Bénard Convection
por: Volk, Marie-Christine, et al.
Publicado: (2025)

Investigation of Numerical Diffusion in Aerodynamic Flow Simulations with Physics Informed Neural Networks
por: Warey, Alok, et al.
Publicado: (2021)

DrivAerNet++: A Large-Scale Multimodal Car Dataset with Computational Fluid Dynamics Simulations and Deep Learning Benchmarks
por: Elrefaie, Mohamed, et al.
Publicado: (2024)

Efficient Time-Resolved Pressure Estimation by Sparse Sensor Optimization and Non-Time-Resolved PIV
por: Tiwari, Neetu, et al.
Publicado: (2025)

A Discrete Adjoint Gas-Kinetic Scheme for Aerodynamic Shape Optimization in Turbulent Continuum Flows
por: Wu, Hangkong, et al.
Publicado: (2026)

Model-Based Reinforcement Learning for Control of Strongly-Disturbed Unsteady Aerodynamic Flows
por: Liu, Zhecheng, et al.
Publicado: (2024)

Time-resolving PIV measurements and modal analysis of turbulent flow in a bench-scale hydrodynamic separator
por: Li, Haochen
Publicado: (2024)

Aerodynamic consequences of wing damage in dragonflies
por: Yu, Peng, et al.
Publicado: (2025)

Perpendicular rod wake/aerofoil interaction: microphone array and TR-PIV insights via SPOD and beamforming analysis
por: Amaral, Filipe Ramos do, et al.
Publicado: (2025)

Trade-off between reconstruction accuracy and physical validity in modeling turbomachinery PIV data by Physics-Informed CNN
por: Soltani, Maryam, et al.
Publicado: (2024)

Modal Force Partitioning -- A Method for Determining the Aerodynamic Loads for Decomposed Flow Modes with Application to Aeroacoustic Noise
por: Prakhar, Suryansh, et al.
Publicado: (2025)

Towards High Resolution Real-Time Optical Flow Particle Image Velocimetry
por: Pimienta, Juan, et al.
Publicado: (2024)

Multi-Objective Aerodynamic Optimization of External Compression Supersonic Intake using Kriging/MOGA
por: Sandhu, JPS, et al.
Publicado: (2024)

Aerodynamics and Aeroacoustics of da Vinci's Aerial Screw
por: Prakhar, Suryansh, et al.
Publicado: (2025)

Extreme Aerodynamics: A Data-Driven Perspective
por: Taira, Kunihiko
Publicado: (2025)

C(NN)FD -- Deep Learning Modelling of Multi-Stage Axial Compressors Aerodynamics
por: Bruni, Giuseppe, et al.
Publicado: (2025)

Nonlinear Reduced-Order Modeling of Compressible Flow Fields Using Deep Learning and Manifold Learning
por: Mufti, Bilal, et al.
Publicado: (2024)

Predictive Criteria for Electrospray-Assisted Droplet Dynamics in Aerodynamic Flow Fields
por: Kahn, Ethan
Publicado: (2025)

Internal Aerodynamics of Supersonic Crossflows with Transverse Liquid Injection
por: V V, Srinivas M, et al.
Publicado: (2025)

Neural optical flow for planar and stereo PIV
por: Masker, Andrew I., et al.
Publicado: (2024)

Unified Momentum Model for Rotor Aerodynamics Across Operating Regimes
por: Liew, Jaime, et al.
Publicado: (2024)

Aerodynamic equilibria and flight stability of plates at intermediate Reynolds numbers
por: Pomerenk, Olivia, et al.
Publicado: (2024)

Aerodynamic Design Considerations for Biconic Supersonic Air Intakes Revisited
por: Sandhu, J. P. S., et al.
Publicado: (2025)

Data-driven Aeroelastic Analyses of Structures in Turbulent Wind Conditions using Enhanced Gaussian Processes with Aerodynamic Priors
por: Kavrakov, Igor, et al.
Publicado: (2024)

Aerodynamic Prediction of a CRM High-lift Configuration using a modified three equation turbulence mode
por: Zhang, Shaoguang, et al.
Publicado: (2024)

Multi-Objective Aerodynamic Optimization of Ride Height and Rake Angle in a Sedan Car Using CFD and Machine Learning
por: Kheirkhah, Mahdi, et al.
Publicado: (2025)

Aerodynamic Forces on a Wing Surfing in a Two-dimensional Vortex Wake
por: Hao, Siyang, et al.
Publicado: (2025)

Performance Evaluation of a Fan-Array Wind Tunnel for Advanced Aerodynamic Studies
por: Panigrahi, Kalyani, et al.
Publicado: (2025)

Low-Order Flow Reconstruction and Uncertainty Quantification in Disturbed Aerodynamics Using Sparse Pressure Measurements
por: Mousavi, Hanieh, et al.
Publicado: (2025)

A Framework to Systematically Study the Nonlinear Fluid-Structure Interaction of Phononic Materials with Aerodynamic Flows
por: Ramakrishnan, Vinod, et al.
Publicado: (2025)

Reduction of Outflow Boundary Influence on Aerodynamic Performance using Neural Networks
por: Bedrunka, Mario Christopher, et al.
Publicado: (2025)

Numerical Simulation and Aerodynamic Optimization of Two-Stage Axial High-Pressure Turbine Blades
por: Hosseini, Seyed Ehsan, et al.
Publicado: (2024)

Aerodynamic Control of Laminar Separation on a Wall-Bounded Airfoil at Transitional Reynolds Numbers
por: Klewicki, Charles, et al.
Publicado: (2025)

Predicting Turbulence Structure In Street-Canyon Flows using Deep Generative Modeling
por: Jaroslawski, Tomek, et al.
Publicado: (2025)

On Deep-Learning-Based Closures for Algebraic Surrogate Models of Turbulent Flows
por: Eiximeno, Benet, et al.
Publicado: (2024)