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粒子群优化算法及其在神经网络中的应用 被引量:5

Particle swarm optimization algorithm and its application in neural networks
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摘要 对基本粒子群优化PSO算法进行改进,并将改进粒子群优化算法与误差反向传播BP算法结合。与传统BP网络诊断结果相比,本方法具有运算效率高、收敛速度快的特点,是一种有效可靠的新型故障诊断技术。 The fundamental particle swarm optimization PSO algorithm is improved and the particle swarm optimization algorithm is combined with error back-propagation BP algorthm. With the traditional BP network diagnosis this method is a novel diagnosis with fast convergence speed and higher convergence precision.
作者 曾晓琴 刘炜
出处 《电气传动自动化》 2009年第5期17-19,22,共4页 Electric Drive Automation
关键词 群智能 BP 粒子群 优化 神经网络 swarm intelligence BP particle swarm optimization neural networks
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参考文献6

  • 1J Kennedy, R C Eberhart. Swarm Intelligence[M ]. Morgan Kaufinann Publishers, Inc., San Francisco, CA, 2001.
  • 2J Kennedy, R C Eberhart. Particle Swarm Optimization[ C ]. Proceedings of IEEE International Conference on Neural Networks, Perth, Australia,1995,1942-1948.
  • 3Kennedy, J., Eberhart,R C. A Discrete Binary Version of the Particle Swarm Algorithm[J]. In:Proc.1997 Conf. on Systems, Man,and Cybernetics. Piscataway. NJ:IEEE Service Center. 1997,4104-4109.
  • 4李宁,孙德宝,岑翼刚,邹彤.带变异算子的粒子群优化算法[J].计算机工程与应用,2004,40(17):12-14. 被引量:60
  • 5胡守仁,沈清,胡德文等.神经网络应用技术[M].北京:国防科技大学出版社,1998.
  • 6Martin T Hagan,Howard B Demuth,Mark H Beale.神经网络设计(Neural Network Design)[M].戴葵,译.北京:机械工业出版社,2002.9:285-314.

二级参考文献12

  • 1Kennedy J,Eberhart R C.Particle Swarm Optimization[C].In:Proc IEEE International Conference on Neural Networks,Ⅳ Piscataway,NJ:IEEE Service Center, 1995:1942~1948
  • 2Shi Y,Eberhart R C.Particle Swarm Optimization :developments,applications and resources[C].In:Proc Congress on Evolutionary Computation 2001 NJ:Piscataway,IEEE Press,2001:81~86
  • 3Shi Y,Eberhart R C.A modified particle swarm optimizer[C].In:IEEE World Congress on Computational Intelligence,1998:69~73
  • 4Shi Y,Eberhart R C.Fuzzy Adaptive Particle Swarm Optimization[C].In: Proc Congress on Evolutionary Computation, 2001:101~106
  • 5Lovbjerg M,Rasmussen T k,Krink T. Hybrid Particle Swarm Optimiser with Breeding and Subpopulation[C].In :Proc Congress on Evolutionary Computation, 2001
  • 6Ciuprina G,Ioan D,Munteanu I. Use of Intelligent-Particle Swarm Optimization in Electromagnetics[J].IEEE Trans on Magnetics ,2002;38(2): 1037~1040
  • 7Brits R,Engelbrecht AP,van den Bergh F.A Niching Panicle Swarm Optimizer[C].In:4th Asia-Pacific Conference on Simulated Evolution and Learning, 2002
  • 8van den Bergh F,Engelbrecht AP.A New Locally Convergent Particle Swarm Optimizer[C].In:IEEE Conference on Systems,Man,and Cybernetics, 2002
  • 9Manrice Clerc,James Kennedy.The Particle Swarm-Explosion,Stability,and Convergence in a Multidimensional Complex Space [J].IEEE TRANSACTION ON EVOLUTIONARY COMPUTATION,2002;6(1):58~73
  • 10F van den Bergh. An Analysis of Particle Swarm Optimizers[D].PhD thesis. Department of Computer Science ,University of Pretoria,South Africa, 2002

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