Particle swarm optimization based algorithm for neural network learning

Tien Tzu Hsueh Pao/Acta Electronica Sinica

Volumn 32, Issue 9, 2004, Pages 1572-1574

  Gao, Hai Bing ^a   Gao, Liang ^a   Zhou, Chi ^a   Yu, Dao Yuan ^a  

^a HUAZHONG UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

Author keywords

Artificial neural network; Genetic algorithm; Particle swarm optimization; Pattern classification

Indexed keywords

CLASSIFICATION (OF INFORMATION); CONVERGENCE OF NUMERICAL METHODS; GENETIC ALGORITHMS; GLOBAL OPTIMIZATION; LEARNING ALGORITHMS;

ARTIFICIAL NEURAL NETWORK; PARTICLE SWARM OPTIMIZATION; PATTERN CLASSIFICATION;

NEURAL NETWORKS;

EID: 10044278255     PISSN: 03722112     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (12)

1. Hornik K, Stinchcombe M, White H. Multilayer feed-forward networks are universal approximators [J]. Neural Networks, 1989, 2(5): 359-366.
2. Rumelhart D E, Hinton G E, Williams R J. Learning representations by back propagating errors [J]. Nature, 1986, 323(11): 533-536.
3. Sexton R S, Dorsey R E. Reliable classification using neural networks: a genetic algorithm and backpropagation comparison [J]. Decision Support Systems, 2000, 30(1): 11-22.
4. Yang J M, Kao C Y. A robust evolutionary algorithm for training neural networks [J]. Neural Computing and Application, 2001, 10(3): 214-230.
5. Franchini M. Use of a genetic algorithm combined with a local search method for the automatic calibration of conceptual rainfall-runoff models [J]. Hydrological Science Journal, 1996, 41(1): 21-39.
6. Kennedy J, Eberhart R C. Particle swarm optimization [A]. Proceedings of IEEE International Conference on Neutral Networks [C]. Australia: IEEE, 1995. 1942-1948.
7. Shi Y H, Eberhart RC. Empirical study of particle swarm optimization [A]. Proceedings of IEEE International Congress on Evolutionary Computation [C]. USA: IEEE, 1999. 6-9.
8. Yoshida H, Kawata K, Yoshikazu F. A Particle swarm optimization for reactive power and voltage control considering voltage security assessment [J]. IEEE Transaction on Power System, 2000, 15(4): 1232-1239.
9. Carlisle A, Dozier G. Adapting particle swarm optimization to dynamic environments [A]. Proceedings of International Conference on Artificial Intelligence [C]. USA: IEEE, 2000. 11-15.