Quantum Particle Swarms Optimizations Algorithm Based on Surrogate Model for the Application of Structural Optimization

doi:10.3780/j.issn.1000-758X.2013.04.011

Chinese Space Science and Technology ›› 2013, Vol. 33 ›› Issue (4): 76-82.doi: 10.3780/j.issn.1000-758X.2013.04.011

Previous Articles Next Articles

Quantum Particle Swarms Optimizations Algorithm Based on Surrogate Model for the Application of Structural Optimization

HE Xing-Xing¹, LIAO Ying¹, LI Zhi^1,2

(1 College of Aerospace and Material Engineering, National University of Defense Technology, Changsha 410073) (2 China Academy of Space Technology, Beijing 100094)

Received:2012-09-11 Revised:2012-11-12 Published:2013-08-25 Online:2013-08-25

Abstract

Abstract: The traditional optimization algorithms might fail to get the global optimal solution for high non-linear characteristics in engineering optimization of multi-structures. So the Quantum Particle Swarm Optimization (QPSO) algorithm was induced and the QPSO algorithm based on surrogated model was studied. The applications to the structural parameter optimization of the ring truss deployable antennas were carried out by the surrogated model of dynamic characters for ring truss deployable antennas. The results show that the computation efficiency of QPSO algorithm based on Kriging model is acceptable. The non-linear characteristics of the 1^st natural frequency and maximum impulse response of the ring truss deployable antennas are remarkable. Then the computation accuracy is validated by comparing the solutions between the optimal result and the finite element result. It′s proved that QPSO algorithm based on Kriging model can be used to optimize the complicated structures in engineering design.

Key words: Quantum particle swarms optimizations, Surrogate model, Kriging model, Ring truss structure, Deployable antenna, Structural optimization, Spacecraft

HE Xing-Xing, LIAO Ying, LI Zhi. Quantum Particle Swarms Optimizations Algorithm Based on Surrogate Model for the Application of Structural Optimization[J]. Chinese Space Science and Technology, 2013, 33(4): 76-82.

Add to citation manager EndNote|Reference Manager|ProCite|BibTeX|RefWorks

URL: https://journal26.magtechjournal.com/kjkxjs/EN/10.3780/j.issn.1000-758X.2013.04.011

https://journal26.magtechjournal.com/kjkxjs/EN/Y2013/V33/I4/76

[1]	MENG Henghui, XU Yawei, HAN Dongyang, LIU Xin, GENG Liyin, ZHANG Qingjun, LIU Liping, ZHANG Hongxing, WANG Yuying. Design and verification of loop heat pipe coupling heat system based on brazing technology [J]. Chinese Space Science and Technology, 2024, 44(5): 57-65.
[2]	ZHENG Xinyu, ZHANG Yi, ZHOU Jie, TANG Peijia, PENG Shengren, DANG Zhaohui. Improvement and application of MCTS in turn-based orbital games [J]. Chinese Space Science and Technology, 2024, 44(5): 75-82.
[3]	LI Ruifeng, SUN Chong, WANG Zheng, FANG Qun, ZHANG Xiang. Capture configuration design for space non-cooperative target based on reachable domain [J]. Chinese Space Science and Technology, 2024, 44(5): 83-94.
[4]	TAO Xinyong, KANG Guohua, WU Junfeng, HU Miaomiao, YANG Zhenghao, ZHOU Shaohui. Design of flexible docking mechanism for micro-nano satellites [J]. Chinese Space Science and Technology, 2024, 44(4): 119-129.
[5]	JIANG Yipeng, CUI Yufu, LIU Zhijia, QING Jiang. Optimization of drag reduction configuration on windward side of very low orbit spacecraft [J]. Chinese Space Science and Technology, 2024, 44(3): 120-126.
[6]	ZHOU Siyu, GU Yingying, YANG Yuetang, SHI Liheng, MA Yuxuan, ZHU Feihu, ZHANG Yunfang, WU Guanhao. Space application and test design of dual-comb ranging technique [J]. Chinese Space Science and Technology, 2024, 44(3): 127-135.
[7]	TIAN Dake, SONG Yuqun, JIN Lu, GAO Haiming, LIU Rongqiang, ZHAO Bingfeng. Design and analysis of radiating rib space deployable antenna mechanism [J]. Chinese Space Science and Technology, 2024, 44(2): 40-50.
[8]	LOU Chungang, LI HaoPAN Diankun. Thermal deformation suppression of parabolic solid antenna based on the segmentation method [J]. Chinese Space Science and Technology, 2024, 44(2): 59-67.
[9]	REN Zhiwei, DU Jingli, WANG Feijie. Modal testing and model updating of space deployable antenna [J]. Chinese Space Science and Technology, 2024, 44(2): 68-73.
[10]	GAO Xin, NIAN Jiawei, LIU Hongjin, YANG Mengfei. Efficient cache replacement framework based on access hotness for spacecraft processors [J]. Chinese Space Science and Technology, 2024, 44(2): 74-88.
[11]	HUANG Yuan, WEI Chunling, YAN Han, HAO Renjian. Ability modeling for spacecraft control system based on partial least square structural equation model approach [J]. Chinese Space Science and Technology, 2024, 44(2): 98-108.
[12]	NIU Zitian, FU Zhendong, MIAO Jianyin, YANG Qi, WU Qi, YANG Le. Research progress of transcritical carbon dioxide heat pumps in space applications [J]. Chinese Space Science and Technology, 2024, 44(1): 23-33.
[13]	PENG Qibo, WU Xinfeng, WANG Beichao, LI Shuang. Research progress and prospect of spacecraft reconfiguration technology [J]. Chinese Space Science and Technology, 2023, 43(2): 16-31.
[14]	LIANG Wei, LI Jun, LI Jingling, CUI Tao, WEI Jiayuan, ZHANG Yi. Link-state-based adaptive interference cancellation for cabin in spacecraft [J]. Chinese Space Science and Technology, 2023, 43(2): 128-134.
[15]	WANG Xiaokai, LI Xianghua, DU Jianghua, LIU Tianming, ZHONG Hantian, Chen Chuanzhi, LI Ming, ZHOU Xin. Structural design of deployable parabolic cylindrical truss-mesh antenna reflector [J]. Chinese Space Science and Technology, 2023, 43(1): 139-145.

Quantum Particle Swarms Optimizations Algorithm Based on Surrogate Model for the Application of Structural Optimization

PDF (PC)

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics

Comments