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Many traditional methods for wind turbine design and analysis assume quasi-steady aerodynamics, but atmospheric flows are inherently unsteady and modern turbine blades are susceptible to aeroelastic deformations. This study therefore…

流体动力学 · 物理学 2024-06-18 Nathaniel J. Wei , Omkar B. Shende

The flows around a NACA 0018 airfoil at a Reynolds number of 10250 and angles of attack of alpha = 0 (A0) and alpha = 10 (A10) are modelled using resolvent analysis and limited experimental measurements obtained from particle image…

流体动力学 · 物理学 2020-01-08 Sean Symon , Denis Sipp , Beverley J. McKeon

In the automotive industry, multi-element wings have been used to improve the aerodynamics of race cars. Multi-element wings can enhance a vehicle's handling and stability by reducing drag and increasing downforce, allowing it to corner…

流体动力学 · 物理学 2023-11-09 Paras Singh , Arun Ravindranath , Aryan Tyagi , Aryaman Rao , Raj Kumar Singh

Aerodynamic shape optimization has established itself as a valuable tool in the engineering design process to achieve highly efficient results. A central aspect for such approaches is the mapping from the design parameters which encode the…

计算工程、金融与科学 · 计算机科学 2019-10-17 Jakub Kmec , Sebastian Schmitt

The purpose of this work is to investigate the flow around a fixed NACA0012 airfoil profile at different angles of attack using wall-resolved LES. The profile has a chord length of c=0.1 m and is exposed to a flow at a Reynolds number of…

流体动力学 · 物理学 2018-07-05 Larissa B. Streher

This study investigates the dynamics of passively morphing foils under accelerated plunging, establishing mechanistic links between transient kinematics, structural compliance, and aerodynamic performance. Two-way coupled simulations are…

流体动力学 · 物理学 2026-03-31 Hibah Saddal , Lucky Babu Jayswal , Chandan Bose

Due to the augmentation of the significance of wind energy, giving a high priority to the \text{airfoil's} efficiency enhancement is obligatory. To improve the performance of airfoils, many impressive techniques are already invented. In…

流体动力学 · 物理学 2024-09-24 Sayed Tanvir Ahmed , Mahadi Hasan Shanto

We introduce an adjoint-based aerodynamic shape optimization framework that integrates a diffusion model trained on existing designs to learn a smooth manifold of aerodynamically viable shapes. This manifold is enforced as an equality…

计算工程、金融与科学 · 计算机科学 2025-08-01 Long Chen , Emre Oezkaya , Jan Rottmayer , Nicolas R. Gauger , Zebang Shen , Yinyu Ye

The computational cost of traditional Computational Fluid Dynamics-based Aerodynamic Shape Optimization severely restricts design space exploration. This paper introduces TripOptimizer, a fully differentiable deep learning framework for…

机器学习 · 计算机科学 2025-12-04 Parsa Vatani , Mohamed Elrefaie , Farhad Nazarpour , Faez Ahmed

We develop and apply a novel shape optimization exemplified for a two-blade rotor with respect to the figure of merit ($FM$). This topologically assisted optimization (TAO) contains two steps. First a global evolutionary optimization is…

流体动力学 · 物理学 2023-05-17 Tianyu Wang , Yannian Yang , Xuanwu Chen , Pengyu Li , Angelo Iollo , Guy Y. Cornejo Maceda , Bernd R. Noack

This study introduces a framework for the design and implementation of acoustic black holes (ABHs) in airfoils. A generalized multi-parameter damped-ABH generation function is mapped onto NACA series airfoils. Representative geometries and…

应用物理 · 物理学 2021-07-07 Kaushik Sampath , Caleb F Sieck , Matthew D Guild , Alec K Ikei , Charles A Rohde

The Darrieus vertical axis wind turbines (VAWTs) are one of the mainstream devices for wind energy utilization in the urban areas. The market's pursuit of high wind energy conversion efficiency promotes the research on improving the wind…

流体动力学 · 物理学 2023-02-21 Jie Su , Yu Tu , Limin Kuang , Rui Zhang , Yixiao Shao , Dai Zhou , Zhaolong Han , Kai Zhang

This paper presents a detailed aeroacoustic investigation of a Controlled-Diffusion airfoil at near stall condition. The study aims at answering two research questions: identify the flow mechanism responsible for separation noise for an…

流体动力学 · 物理学 2023-09-21 Prateek Jaiswal , Jose Rendón , Stéphane Moreau

In an attempt to reduce jet noise, blended wing concept vehicle utilizes rectangular jet exhaust ports exiting from above the wing ahead of the trailing edge. In this study, we take another look at the rectangular exhaust port configuration…

流体动力学 · 物理学 2021-11-08 Colby Horner , Adrian Sescu , Mohammed Afsar , Eric Collins

Machine-learning models have demonstrated a great ability to learn complex patterns and make predictions. In high-dimensional nonlinear problems of fluid dynamics, data representation often greatly affects the performance and…

流体动力学 · 物理学 2022-07-29 Runze Li , Yufei Zhang , Haixin Chen

This paper presents an end-to-end approach for the assessment of pressurized and cryogenic wind tunnel measurements of an EMBRAER scaled full model close to real-world Reynolds numbers. The choice of microphones, measurement parameters, the…

流体动力学 · 物理学 2023-07-12 Thomas Ahlefeldt , Daniel Ernst , Armin Goudarzi , Hans-Georg-Raumer , Carsten Spehr

Trailing-edge (TE) noise is the main contributor to the acoustic signature of flows over airfoils. It originates from the interaction of turbulent structures in the airfoil boundary layer with the TE. This study experimentally identifies…

The current practice of manually processing features for high-dimensional and heterogeneous aviation data is labor-intensive, does not scale well to new problems, and is prone to information loss, affecting the effectiveness and…

机器学习 · 计算机科学 2020-11-10 Liya Wang , Panta Lucic , Keith Campbell , Craig Wanke

As natural predators, owls fly with astonishing stealth due to the sophisticated serrated surface morphology of their feathers that produces advantageous flow characteristics and favorable boundary layer structures. Traditionally, these…

This paper describes an investigation of the possible benefits from wing optimisation in improving the performance of Micro Air Vehicles (MAVs). As an example we study the Avion (3.64 kg mass, 1.60 m span), being designed at the CSIR…

系统与控制 · 电气工程与系统科学 2024-09-20 Arjun Sharma , Roddam Narasimha