Research on Knowledge Acquisition Based on Improved Particle Swarm Optimization

Abstract:

In order to solve the problem of knowledge acquisition in equipment fault diagnosis,the paper introduces a method based on improved particle swarm optimization. Firstly the paper transforms the nonlinear equations which describe the system into optimization problem with constriction. Since the equation is nonlinear and multidimensional ,standard particle swarm cant solve the problem due to the weakness of premature. So one improved particle swarm optimization is proposed. During the evolution, density evaluation, clone and mutation operator is proposed under the thought of immunity. The results of simulation show that the immune particle swarm optimization can simulate effectively and acquire the system knowledge.

• Periodical: Applied Mechanics and Materials (Volumes 401-403)
• Pages: 1539-1542
• DOI: https://doi.org/10.4028/www.scientific.net/AMM.401-403.1539
• Online since: September 2013
• Authors: Xiu Hai Chen, Jun Bo Jia, Xu Yuan Li, Shi Ke Wang, Ye Zhao
• Keywords: Clone, Immune, Knowledge Acquisition, Particle Swarm Optimization (PSO)

References

[1] James Kennedy , Russell Eberhart . Particle Swarm Optimization}[C], In: IEEE Int'1 Conference on Neural Networks , Perth , Australia, 1995: 1942-(1948).

[2] Yulin Zhang. Fault Monitoring of Liquid-propellant Rocket Engine[M]，publishing company of defense , 1998，p.42~45.

[3] James Kennedy , Russell Eberhart. A Discrete Binary Version of the Particle Swarm Algorithm[C]， IEEE Conference on Computational Cybernetics and Simulation，Piscataway , 1997: 414-4108.

DOI: 10.1109/icsmc.1997.637339

[4] Farzaneh Afshinmanesh，Alireza Marandi，Ashkan Rahimi-Kian，A Novel Binary Particle Swarm Optimization Method Using Artificial Immune System[C]，in: The International Conference on Computer as a Tool，EUROCON 2005: 217-220.

DOI: 10.1109/eurcon.2005.1629899

[5] Alireza Marandi，Farzaneh Afshinmanesh, Boolean Particle Swarm Optimization and Its Application to the Design of a Dual-Band Dual-Polarized Planar Antenna[C]，in: IEEE Congress on Evolutionary Computation，Vancouver, BC, 2006: 3212-3218.

DOI: 10.1109/cec.2006.1688716

[6] Jun Sun, Wenbo Xu . A global Search Strategy of Quantum-behaved Particle Swarm Optimization [A]. Proceedings of IEEE conference on Cybernectics and Intelligent Systems[C]. 2004, pp.111-116.

DOI: 10.1109/iccis.2004.1460396

[7] Jing Liu, Jun San , Wenbo Xu, Quantum-behaved Particle Swarm Optimization with mutation operator[J]IEEE Tools with Artificial Intelligence, 2005, pp.237-240.

DOI: 10.1109/ictai.2005.104

[8] Jiao Licheng, Du HaiFeng, Liu Fang, Immune Optimization Computation, learning and recognition[M], Edition No. 1, publishing company of science, 2006, pp.184-192.