Aerodynamic Shape Optimization of a NACA0018 Airfoil Using Adjoint Method and Gradient-Based Optimizer

Gavin Scott Manggai van Stratan, Sukanta Roy, Y. San
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Abstract

The purpose of this study is to demonstrate the suitability and efficacy of the adjoint method on the aerodynamic shape optimization on a simple symmetrical airfoil NACA0018 at low Reynolds number for wind turbine application. The adjoint method has been used in many pressure-based numerical simulations with various degrees of success leading to optimized geometries in their respective uses. ANSYS Fluent code was used in this simulation. Lift to drag ratio was defined as the observables for which adjoint sensitivities were formulated. The objective function of the optimization was set to maximize the lift to drag ratio of the airfoil by 20%. The optimization regime showed significant increase in lift and drag ratio from the initial baseline NACA0018 value of 0.0211 up to 3.66 for the optimal NACAOpt. The results demonstrate the potential of the adjoint solver paired together with the gradient-based optimizer to improve the geometry for shape optimization in many CFD applications.
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基于伴随法和梯度优化器的NACA0018翼型气动外形优化
本研究的目的是为了证明伴随方法在低雷诺数下用于风力机的简单对称翼型NACA0018气动外形优化中的适用性和有效性。伴随方法已在许多基于压力的数值模拟中使用,并取得了不同程度的成功,从而在各自的应用中优化了几何形状。仿真采用ANSYS Fluent代码。升阻比被定义为伴随灵敏度的可观测值。优化的目标函数被设定为最大的升阻比翼型的20%。优化方案显示,最优NACAOpt的升阻比从初始基线NACA0018值0.0211显著增加到3.66。结果表明,伴随求解器与基于梯度的优化器相结合,可以改善许多CFD应用中形状优化的几何形状。
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来源期刊
自引率
0.00%
发文量
342
审稿时长
6 weeks
期刊介绍: MATEC Web of Conferences is an Open Access publication series dedicated to archiving conference proceedings dealing with all fundamental and applied research aspects related to Materials science, Engineering and Chemistry. All engineering disciplines are covered by the aims and scope of the journal: civil, naval, mechanical, chemical, and electrical engineering as well as nanotechnology and metrology. The journal concerns also all materials in regard to their physical-chemical characterization, implementation, resistance in their environment… Other subdisciples of chemistry, such as analytical chemistry, petrochemistry, organic chemistry…, and even pharmacology, are also welcome. MATEC Web of Conferences offers a wide range of services from the organization of the submission of conference proceedings to the worldwide dissemination of the conference papers. It provides an efficient archiving solution, ensuring maximum exposure and wide indexing of scientific conference proceedings. Proceedings are published under the scientific responsibility of the conference editors.
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