Results 11 to 20 of about 1,076 (183)
A reinforcement learning approach to airfoil shape optimization
Shape optimization is an indispensable step in any aerodynamic design. However, the inherent complexity and non-linearity associated with fluid mechanics as well as the high-dimensional design space intrinsic to such problems make airfoil shape ...
Thomas P. Dussauge +3 more
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Airfoil optimization using Design-by-Morphing [PDF]
Abstract Design-by-Morphing (DbM) is a novel design methodology that creates a search space for topology optimization. Traditional design techniques often impose geometric constraints and, sometimes, the designer’s biases on the design space, which restricts the novelty of the designs and allows for only small local changes.
Haris Moazam Sheikh +3 more
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Airfoil GAN: encoding and synthesizing airfoils for aerodynamic shape optimization
Abstract The current design of aerodynamic shapes, like airfoils, involves computationally intensive simulations to explore the possible design space. Usually, such design relies on the prior definition of design parameters and places restrictions on synthesizing novel shapes.
Yuyang Wang 0005 +2 more
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Single-Objective Optimal Design of a High-Performance Wind Turbine Airfoil Family
The development of high-performance wind turbine blade airfoil families is an important research topic in wind power generation technology. Using the NACA63 series airfoil as the initial airfoil, the XFOIL software based on the panel method is used to ...
Zhaohuang Zhang +3 more
doaj +1 more source
Based on the application requirements of a small hand-launched solar-powered unmanned aerial vehicle (UAV) in flying wing configuration, the optimization design of the low Reynolds number (LRN) reflexed airfoil is carried out in this study to meet ...
WANG Kelei, ZHOU Zhou, GUO Jiahao, XU De
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Aeroacoustic airfoil shape optimization enhanced by autoencoders
We present a framework for airfoil shape optimization to reduce the trailing edge noise for the design of wind turbine blades. Far-field noise is evaluated using Amiet's theory coupled with the TNO-Blake model to calculate the wall pressure spectrum and fast turn-around XFOIL simulations to evaluate the boundary layer parameters.
Kou, Jiaqing +6 more
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Robust Optimization of Natural Laminar Flow Airfoil Based on Random Surface Contamination
Natural laminar-flow (NLF) airfoils are one of the most promising technologies for extending the range and endurance of aircrafts. However, there is a lack of methods for the optimization of airfoils based on the surface contamination that destroys the ...
Shunshun Wang, Zheng Guo
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Application of Nontraditional Optimization Techniques for Airfoil Shape Optimization [PDF]
The method of optimization algorithms is one of the most important parameters which will strongly influence the fidelity of the solution during an aerodynamic shape optimization problem. Nowadays, various optimization methods, such as genetic algorithm (GA), simulated annealing (SA), and particle swarm optimization (PSO), are more widely employed to ...
Mukesh, R +2 more
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Optimization of Flapping Airfoils for Maximum Thrust and Propulsive Efficiency [PDF]
A numerical optimization algorithm based on the steepest decent along the variation of the optimization function is implemented for maximizing the thrust and/or propulsive efficiency of a single flapping airfoil.
I. H. Tuncer, M. Kay
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Study on Multimodality in Aerodynamic Airfoil Optimization Design
Studying on the multi-extremum characteristics of airfoil aerodynamic shape optimization design space is helpful for people to choose a reasonable optimization algorithm in the airfoil design stage, improve the optimization efficiency and shorten the ...
He Meng +3 more
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