Cognitive Hybrid PSO/SA Combinatorial Optimization

被引：0

作者：

Brezinski, Kenneth ^{[1
]}

Ferens, Ken ^{[1
]}

机构：

[1] Univ Manitoba, Dept Elect & Comp Engn, Winnipeg, MB, Canada

来源：

PROCEEDINGS OF THE 2019 IEEE 18TH INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS & COGNITIVE COMPUTING (ICCI*CC 2019) | 2019年

关键词：

Swarm intelligence; Simulated annealing; Global optimization; Combinatorial particle swarm optimization; PARTICLE SWARM OPTIMIZATION; GLOBAL OPTIMIZATION; ALGORITHM;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper presents a population based simulated annealing algorithm to improve modelling of cognitive processes. Particle Swarm Optimization (PSO) is embedded within the basic Simulated Annealing (SA) algorithm to allow for multiple concurrent candidate solutions through the use of a population-driven social coefficient updating the other population members. A modified ramping strategy which balances inertial, personal and swarm coefficients is introduced. The hybrid PSO/SA algorithm was tested on the travelling salesperson problem (TSP), and was shown to outperform the individual algorithms by improving their limitations in exploration and exploitation.

引用

页码：389 / 393

页数：5

共 50 条

[41] A Hybrid PSO Based on Dynamic Clustering for Global Optimization
Li Hongru
Hu Jinxing
Jiang Shouyong
IFAC PAPERSONLINE, 2018, 51 (18): : 269 - 274
[42] An intelligent optimization algorithm based on hybrid of GA and PSO
Ma, Chao
Deng, Chao
Xiong, Yao
Wu, Jun
Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 2013, 50 (11): : 2278 - 2286
[43] Hybrid PSO6 for hard continuous optimization
José García-Nieto
Enrique Alba
Soft Computing, 2015, 19 : 1843 - 1861
[44] A Hybrid Method for Optimization (Discrete PSO plus CLA)
Jafarpour, B.
Meybodi, M. R.
Shiry, S.
ICIAS 2007: INTERNATIONAL CONFERENCE ON INTELLIGENT & ADVANCED SYSTEMS, VOLS 1-3, PROCEEDINGS, 2007, : 55 - 60
[45] Hybrid BAT-PSO Optimization TechniquesforImage Registration
Manoj, Sumitha
Ranjitha, S.
Suresh, H. N.
2016 INTERNATIONAL CONFERENCE ON ELECTRICAL, ELECTRONICS, AND OPTIMIZATION TECHNIQUES (ICEEOT), 2016, : 3590 - 3596
[46] A HYBRID IWO/PSO ALGORITHM FOR FAST AND GLOBAL OPTIMIZATION
Hajimirsadeghi, Hossein
Lucas, Caro
EUROCON 2009: INTERNATIONAL IEEE CONFERENCE DEVOTED TO THE 150 ANNIVERSARY OF ALEXANDER S. POPOV, VOLS 1- 4, PROCEEDINGS, 2009, : 1964 - 1971
[47] A Novel Hybrid Optimization Algorithm Combined with BBO and PSO
Cheng, Gang
Lv, Chao
Yan, Shi
Xu, Li
PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 1198 - 1202
[48] Optimum stacking sequence design of laminates using a hybrid PSO-SA method
Javidrad, F.
Nazari, M.
Javidrad, H. R.
COMPOSITE STRUCTURES, 2018, 185 : 607 - 618
[49] Daily Rainfall Prediction with SVR Using a Novel Hybrid PSO-SA Algorithms
Wu, Jiansheng
Jin, Long
HIGH PERFORMANCE NETWORKING, COMPUTING, AND COMMUNICATION SYSTEMS, 2011, 163 : 508 - +
[50] A NEW HYBRID ALGORITHM BASED ON PSO, SA, AND K-MEANS FOR CLUSTER ANALYSIS
Firouzi, Bahman Bahmani
Sadeghi, Mokhtar Sha
Niknam, Taher
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2010, 6 (07): : 3177 - 3192

← 1 2 3 4 5 →