计算机科学 ›› 2015, Vol. 42 ›› Issue (11): 266-269.doi: 10.11896/j.issn.1002-137X.2015.11.054
王鹏,李 洋,王昆仑
WANG Peng, LI Yang and WANG Kun-lun
摘要： 基于对七星瓢虫觅食行为的研究,提出一种新的生物学启发式算法——七星瓢虫优化算法(Seven-spot Ladybird Optimization,SLO)。通过6个标准测试函数将其与现有的两种启发式算法(GA、PSO)进行比较,探知其寻优能力。在此基础上,针对多学科设计优化协同优化算法求解效率不高、鲁棒性差等缺陷,将SLO引入协同优化算法系统级优化器,通过工程实例验证了七星瓢虫优化算法良好的寻优能力。
| [1] Ning A,Kroo I.Multidisciplinary considerations in the design of wings and wing tip devices[J].Journal of Aircraft,2010,47(2):534-543 [2] Roshanian J,Ebrahimi M,Taheri E,et al.Multidisciplinary design optimization of space transportation control system using genetic algorithm[J].Proceedings of the Institution of Mechanical Engineers,Part G:Journal of Aerospace Engineering,2014,228(4):518-529 [3] Simpson T W,Martins J R R A.Multidisciplinary design optimization for complex engineered systems:report from a national science foundation workshop[J].Journal of Mechanical Design,2011,133(10):1490-1495 [4] Li Y,Jiang Z,Meng P,et al.A Collaborative Optimization Me-thod for Solving Multi-objective Programming Problem[J].International Journal of Advancements in Computing Technology,2013,5(1):809 [5] 王平,郑松林,吴光强.基于协同优化和多目标遗传算法的车身结构多学科优化设计[J].机械工程学报,2011,47(2):102-108 Wang P,Zheng S L,Wu G Q.Multidisciplinary design optimization of vehicle body structure based on collaborative optimization and multi-objective genetic algorithm[J].Journal of Mechanical Engineering,2011,47(2):102-108 [6] Li Ying,Wang Jing-sheng,Wei Li-xin.Collaborative optimiza-tion based on particle swarm optimization and chaos searching[C]∥Control Conference (CCC),2012 31st Chinese.IEEE,2012:2427-2431 [7] 薛锋,王慈光,牟峰.基于信息熵和混沌理论的遗传-蚁群协同优化算法[J].控制与决策,2011,26(1):44-48 Xue F,Wang C G,Mu F.Genetic and ant colony collaborative optimization algorithm based on information entropy and chaos theory[J].Control and Decision,2011,26(1):44-48 [8] 周奇,张立丽,许辉,等.改进的多学科协同优化算法及其应用[J].计算机与数字工程,2014,42(1):65-68 Zhou Q,Zhang L L,Xu H,et al.An improved collaborative optimization algorithm and its application[J].Computer & Digital Engineering,2014,42(1):65-68 [9] Vantaux A,Roux O,Magro A,et al.Evolutionary perspectives on myrmecophily in ladybirds[J].Psyche:A Journal of Entomology,2012,2012:1-7 [10] Pettersson J,Ninkovic V,Glinwood R,et al.Foraging in a complex environment-semiochemicals support searching behaviour of the seven spot ladybird[J].European Journal of Entomology,2005,102(3):365-370 [11] Padula S L,Alexandrov N,Green L L.MDO test suite at NASA Langley Research Center[C]∥Sixth AIAA/NASA/ISSMO Symposium on Multidisciplinary Analysis and Optimization.1996:410-420 |
| No related articles found! |
|
||
首页