Multiobjective aerodynamic shape optimization of NACA0012 airfoil based mesh morphing

Q3 Mathematics
R. Maani, Soufiane Elouardi, B. Radi, A. Hami
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引用次数: 7

Abstract

The actual use of computational fluid dynamics (CFD) by aerospace companies is the trade-off result between the perceived costs and benefits. Computational costs are restricted to swamp the design process even if the benefits are widely recognized. The need for fast turnaround, counting the setup time, is also crucial. CFD integrates mathematical relations and algorithms to analyze and solve fluid flow problems. CFD analysis of an airfoil produces results such as the lift and drag forces that determine the performance of an airfoil. Thus, optimizing these aerodynamic performances has proved extremely valuable in practice. The aim of this paper is to model a transonic, compressible and turbulent flow over a NACA 0012 airfoil, using a density based implicit solver, for which a comparison and a validation will be made throught the published experimental data. The numerical results show that the predicted aerodynamic coefficients are in a satisfying agreement with experimental data. Then an aerodynamic shape optimization algorithm, based on a multiobjective algorithm that is an extension of the Backtracking Search Algorithm which was initially developed for single-objective optimization problems only, was used in order to obtain an improved performance control of the aerodynamic coefficients of the optimized airfoil.
基于网格变形的NACA0012翼型多目标气动外形优化
航空航天公司对计算流体动力学(CFD)的实际使用是感知成本和收益之间的权衡结果。即使好处得到广泛认可,计算成本也仅限于淹没设计过程。快速周转的需求,计算设置时间,也是至关重要的。CFD集成了数学关系和算法来分析和解决流体流动问题。翼型的CFD分析产生的结果,如升力和阻力,决定翼型的性能。因此,优化这些气动性能在实践中被证明是非常有价值的。本文的目的是模拟跨音速,可压缩和紊流在NACA 0012翼型,使用基于密度的隐式求解器,其中比较和验证将通过发表的实验数据进行。数值计算结果表明,预测的气动系数与实验数据吻合较好。为了对优化后的翼型气动系数进行更好的性能控制,采用了一种基于多目标算法的气动形状优化算法,该算法是对最初仅用于单目标优化问题的回溯搜索算法的扩展。
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来源期刊
CiteScore
2.00
自引率
0.00%
发文量
19
审稿时长
16 weeks
期刊介绍: The International Journal for Simulation and Multidisciplinary Design Optimization is a peer-reviewed journal covering all aspects related to the simulation and multidisciplinary design optimization. It is devoted to publish original work related to advanced design methodologies, theoretical approaches, contemporary computers and their applications to different fields such as engineering software/hardware developments, science, computing techniques, aerospace, automobile, aeronautic, business, management, manufacturing,... etc. Front-edge research topics related to topology optimization, composite material design, numerical simulation of manufacturing process, advanced optimization algorithms, industrial applications of optimization methods are highly suggested. The scope includes, but is not limited to original research contributions, reviews in the following topics: Parameter identification & Surface Response (all aspects of characterization and modeling of materials and structural behaviors, Artificial Neural Network, Parametric Programming, approximation methods,…etc.) Optimization Strategies (optimization methods that involve heuristic or Mathematics approaches, Control Theory, Linear & Nonlinear Programming, Stochastic Programming, Discrete & Dynamic Programming, Operational Research, Algorithms in Optimization based on nature behaviors,….etc.) Structural Optimization (sizing, shape and topology optimizations with or without external constraints for materials and structures) Dynamic and Vibration (cover modelling and simulation for dynamic and vibration analysis, shape and topology optimizations with or without external constraints for materials and structures) Industrial Applications (Applications Related to Optimization, Modelling for Engineering applications are very welcome. Authors should underline the technological, numerical or integration of the mentioned scopes.).
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