A Study on the Particle Swarm Optimization with Adaptive Weight Constrained Layout Optimization

被引:12
作者
Qin Zheng [1 ]
Liang Yan-gang [1 ]
机构
[1] Natl Univ Def Technol, Coll Aerosp Sci & Engn, Changsha, Hunan, Peoples R China
来源
2016 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL. 1 | 2016年
关键词
Particle Swarm Optimization; adaptive weight; constrained layout optimization; satellite cabins;
D O I
10.1109/IHMSC.2016.195
中图分类号
TP18 [人工智能理论];
学科分类号
140502 [人工智能];
摘要
The layout optimization problem with performance constraints belongs to NP-Hard problem, which is usually difficult to solve. To balance the PSO algorithm's global search capability and the ability of local improvement, this paper presented an adaptive weight PSO algorithm, which introduced a nonlinear dynamic inertia weight coefficient. Given the low efficiency of the algorithm in dealing with constraints, this paper presented an improved model and created an optimization process which was divided into two steps, thereby obtaining a solution that both to meet the geometric constraints and converge to minimum of static non-equilibrium. The results of three examples showed that this algorithm was feasible and efficient.
引用
收藏
页码:283 / 287
页数:5
相关论文
共 16 条
[1]
The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].
Clerc, M ;
Kennedy, J .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73
[2]
A Literature Review on Circle and Sphere Packing Problems: Models and Methodologies [J].
Hifi, Mhand ;
M'Hallah, Rym .
ADVANCES IN OPERATIONS RESEARCH, 2009, 2009
[3]
Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
[4]
A study of constrained layout optimization using adaptive particle swarm optimizer [J].
Lei, Kaiyou ;
Qiu, Yuhui .
Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2006, 43 (10) :1724-1731
[5]
Li Ning, 2004, Chinese Journal of Computers, V27, P897
[6]
[刘飞 Liu Fei], 2004, [计算机工程与应用, Computer Engineering and Application], V40, P71
[7]
Lodi A., 2002, EUROPEAN J OPER RES, V141, P241, DOI DOI 10.1016/S0377-2217(02)00123-6
[8]
Qian Zhi-Qin, 2001, Chinese Journal of Computers, V24, P553
[9]
Shen Lin-cheng, 2008, Systems Engineering and Electronics, V30, P1986
[10]
Tang Fei, 1999, Journal of Software, V10, P1096