Design exploration and optimization of aerodynamics and radar cross section for a fighter aircraft

被引:29
作者
Taj, Zia Ud Din [1 ]
Bilal, Ahmad [1 ]
Awais, Muhammad [2 ]
Salamat, Shuaib [1 ]
Abbas, Messam [1 ]
Maqsood, Adnan [3 ]
机构
[1] Air Univ, Aerosp & Aviat Campus, Kamra, Pakistan
[2] Lahore Univ Management Sci LUMS, Lahore, Pakistan
[3] Natl Univ Sci & Technol NUST, Islamabad, Pakistan
关键词
CFD; RCS; Shooting and bouncing rays; Gaussian process; Multidisciplinary optimization; Multi -objective genetic algorithm; STEALTH;
D O I
10.1016/j.ast.2023.108114
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
The design for the conflicting requirements of low drag and low Radar Cross Section (RCS) causes difficulty in achieving an aerodynamically superior stealth aircraft. To cater the issue, a multidisciplinary design exploration and optimization framework is proposed. A shared parameterized aircraft geometry is used for high fidelity aero-stealth analysis using Computational Fluid Dynamics (CFD) and Shooting and Bouncing Rays (SBR) techniques. A surrogate model using a machine learning approach involving Gaussian Process (GP) modelling is generated for efficient and rapid design space exploration. A gradientfree metaheuristic optimization scheme using multi-objective Genetic Algorithm (GA) is employed to minimize drag and RCS. The results show that the proposed framework provides a reliable environment for the multidisciplinary design exploration of an aerial vehicle.(c) 2023 Elsevier Masson SAS. All rights reserved.
引用
收藏
页数:10
相关论文
共 38 条
[1]   Spectral Domain Fast Multipole Method for Solving Integral Equations of Electromagnetic Wave Scattering [J].
Ahmad, Mohammad ;
Kasilingam, Dayalan .
PROGRESS IN ELECTROMAGNETICS RESEARCH M, 2019, 80 :121-131
[2]  
Anderson J D., 2013, Computational Fluid Dynamics: an Introduction
[3]  
Barbosa U, 2016, PROCEDINGS AEROS TEC
[4]   Multi-frequency analysis of Gaussian process modelling for aperiodic RCS responses of a parameterised aircraft model [J].
Bilal, Ahmad ;
Hamza, Syed Muhammad ;
Taj, Ziauddin ;
Salamat, Shuaib .
IET RADAR SONAR AND NAVIGATION, 2020, 14 (07) :1061-1067
[5]   Comparison of SBR and MLFMM techniques for the computation of RCS of a fighter aircraft [J].
Bilal, Ahmad ;
Hamza, Syed Muhammad ;
Taj, Ziauddin ;
Salamat, Shuaib .
IET RADAR SONAR AND NAVIGATION, 2019, 13 (10) :1805-1810
[6]  
Bilal Ahmad, 2020, 2020 3 INT C COMPUTI
[7]   Overview of Gaussian process based multi-fidelity techniques with variable relationship between fidelities, application to aerospace systems [J].
Brevault, Loic ;
Balesdent, Mathieu ;
Hebbal, Ali .
AEROSPACE SCIENCE AND TECHNOLOGY, 2020, 107
[8]   Self-adaptive many-objective meta-heuristic based on decomposition for many-objective conceptual design of a fixed wing unmanned aerial vehicle [J].
Champasak, Pakin ;
Panagant, Natee ;
Pholdee, Nantiwat ;
Bureerat, Sujin ;
Yildiz, Ali Riza .
AEROSPACE SCIENCE AND TECHNOLOGY, 2020, 100
[9]   Integration Analysis of Conceptual Design and Stealth-Aerodynamic Characteristics of Combat Aircraft [J].
Cheng Liangliang ;
Yue Kuizhi ;
Guo Weigang ;
Yu Dazhao .
JOURNAL OF AEROSPACE TECHNOLOGY AND MANAGEMENT, 2016, 8 (01) :40-48
[10]  
Dreo J., 2006, METAHEURISTICS HARD, DOI [10.1007/3-540-30966-7, DOI 10.1007/3-540-30966-7]