Please wait a minute...
Chinese Journal of Engineering Design  2006, Vol. 13 Issue (6): 426-430    DOI:
    
Multi-objective robust optimization method to
aircraft conceptual design
 ZHOU  Sheng-Qiang, XIANG  Jin-Wu
School of Aeronautic Science and Technology, Beijing University of Aeronautics and Astronautics, Beijing 100083, China
Download: HTML     PDF(144KB)
Export: BibTeX | EndNote (RIS)      

Abstract  A multi-objective robust optimization method based on sensitivity was proposed. Aiming at the condition that there exists disturbance in design variables, by adding bias function to original multi-objective optimization model and adopting worst-case method, constraints were adjusted to ensure robust feasibility. Global sensitivity equation (GSE) method was utilized to compute the sensitivity of objective function and constraint function to design variables. Furthermore, Pareto Genetic Algorithm (PGA) was employed to search pareto-optimal set of multi-objective optimization problem with constraints. Designer can select suitable design points according to different design criteria. The above method is applied in aircraft conceptual parameter optimization design, and its result is compared with the ones obtained by traditional methods. 

Key wordsrobust optimization      multi-objective optimization      sensitivity      genetic algorithm      aircraft design     
Published: 28 May 2006
Cite this article:

ZHOU Sheng-Qiang, XIANG Jin-Wu. Multi-objective robust optimization method to
aircraft conceptual design. Chinese Journal of Engineering Design, 2006, 13(6): 426-430.

URL:

https://www.zjujournals.com/gcsjxb/     OR     https://www.zjujournals.com/gcsjxb/Y2006/V13/I6/426


飞机总体设计中的一种多目标鲁棒优化方法

提出一种基于灵敏度的多目标鲁棒优化方法。针对各维设计变量存在扰动的情况,在原约束多目标优化模型上,附加偏差目标函数,并采用最差估计法对约束条件进行鲁棒可行性调整。采用全局敏度方程方法来计算目标函数和约束函数对设计变量的敏度,进而采用Pareto遗传算法搜索约束多目标优化问题的非劣解集,设计者可以根据不同的设计准则从中选择合适的设计点。将上述方法用于飞机总体参数优化设计,并与采用常规优化方法所得的优化结果进行了分析和比较。

关键词: 鲁棒优化,  多目标优化,  敏度,  遗传算法,  飞机设计 
[1] Di ZHAO,Guo CHEN,Xiaoli CHEN,Xiongjin WANG. Terrain adaptive mechanism design and obstacle-surmounting performance analysis of wheeled search and rescue robot[J]. Chinese Journal of Engineering Design, 2023, 30(5): 579-589.
[2] Fangjian DOU,Qingying QIU,Cheng GUAN,Jinjie SHAO,Haifeng WU. Optimization design of acceleration and deceleration curve of winding machine with large moment of inertia[J]. Chinese Journal of Engineering Design, 2023, 30(4): 503-511.
[3] Xin MI,Hong LI,Yan-qing GUO,Hong-wei GAO,Hao-nan WANG,Yi-fan NING. Parameter optimization of single plunger pump check valve based on linear regression[J]. Chinese Journal of Engineering Design, 2022, 29(6): 705-712.
[4] Jiang LIU,Zheng-ming XIAO,Long-long ZHANG,Wei-biao LIU. Transmission accuracy reliability analysis and parameter optimization of RV reducer considering cycloid gear wear[J]. Chinese Journal of Engineering Design, 2022, 29(6): 739-747.
[5] Chen WANG,Bo GAO,Xu YANG. Lightweight design of Stewart type six-axis force sensor[J]. Chinese Journal of Engineering Design, 2022, 29(4): 419-429.
[6] Ze-jun WEN,Xiang-heng MENG,Zhao XIAO,Fan ZHANG. Sensitivity analysis of airfoil aerodynamic characteristics based on NT-net method and Morris method[J]. Chinese Journal of Engineering Design, 2022, 29(4): 438-445.
[7] Jing-liang WANG,Tian-cheng ZHU,Long-biao ZHU,Fei-yun XU. Research on variable density topology optimization method for continuum structure[J]. Chinese Journal of Engineering Design, 2022, 29(3): 279-285.
[8] Qin LI,Ying-qi JIA,Yu-feng HUANG,Gang LI,Chuang YE. A multi-objective trajectory optimization algorithm for industrial robot[J]. Chinese Journal of Engineering Design, 2022, 29(2): 187-195.
[9] TAO Xiao-dong, GUO An-fu, LI Hui, HAN Wei, LI Wan-cai, LI Tao. Performance analysis and optimization of disc ditcher based on sensitivity analysis[J]. Chinese Journal of Engineering Design, 2022, 29(1): 59-65.
[10] DING Shu-yong, ZHANG Zheng, DING Wen-jie, LIN Yong. Optimization design of multi-lane stereo garage and research on vehicle access strategy[J]. Chinese Journal of Engineering Design, 2021, 28(4): 443-449.
[11] YAN Guo-ping, ZHOU Jun-hong, ZHONG Fei, LI Zhe, ZHOU Hong-di, PENG Zhen-ao. Design and optimization of magnetic compression correction device for paper-plastic composite bag[J]. Chinese Journal of Engineering Design, 2021, 28(3): 367-373.
[12] LIU Ruo-chen, XU Cheng, WANG Kui-yang, WANG Yi-min, SUN Jian-zhong. Research on performance parameters of new wear-site electrostatic sensor[J]. Chinese Journal of Engineering Design, 2020, 27(5): 645-653.
[13] WEI Wei, LIN Zai-sheng. Research on optimization design method of customized product based on RIR-MOO[J]. Chinese Journal of Engineering Design, 2020, 27(5): 592-599.
[14] SU Fang, LUO Ru-nan, LIU Yan-ming, WANG Chen-sheng. Design and research on biaxial linkage feed system based on multi-objective optimization[J]. Chinese Journal of Engineering Design, 2020, 27(4): 456-462.
[15] GAO Qi-sheng, ZHU Xing-hua, YU Yan-kai, ZHENG Rong. Multi-objective optimal design of UUV pressure structure[J]. Chinese Journal of Engineering Design, 2020, 27(2): 232-238.