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基于HGA的模糊神经控制充电器设计与实现

DESIGN AND REALIZATION OF CHARGER OF FUZZY NEURAL CONTROLLER BASED ON HGA
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摘要 将神经网络与模糊控制相结合,实现了模糊控制器的自学习和自适应,提出了基于递阶遗传算法的模糊神经网络优化算法来进行蓄电池的充电控制,通过对每个染色体采用递阶编码,可以同时优化模糊神经网络结构和权值参数,实现对非线性的、时变的、有干扰的、具有纯滞后的蓄电池充电控制系统的最佳控制. Combine the neural network with controlling fuzzy control, the ones that have realized the fuzzy controller are from the self-study and self-adaptation. Based on hierarchical genetic algorithm control to charge,an algorithm is proposed to optimize fuzzy neural network. In the proposed algorithm,the hierarchical coding is adopted to each chromosome,so it can evolve both the fuzzy neural network's topology and weighting parameters. It realize the nonlinear,mutative,interferential and hysteresis instance, for the sake of actualizing optimal control.
作者 张玉杰 周博
出处 《陕西科技大学学报(自然科学版)》 2009年第4期107-111,共5页 Journal of Shaanxi University of Science & Technology
关键词 递阶遗传算法 模糊神经网络 充电控制 hierarchical genetic algorithm fuzzy neural network control of charging
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  • 1孙小点,任雪梅,陈杰,陶彩霞.连续小波神经网络优化结构研究[J].系统仿真学报,2001,13(z1):156-159. 被引量:8
  • 2乔迎贤,周凤岐.子波网络的近似能力分析[J].西北工业大学学报,1996,14(3):415-419. 被引量:7
  • 3王小平 曹立明.遗传算法-理论、应用与软件实现[M].西安:西安交通大学出版社,2001.7-253.
  • 4Zhang Qinghua, Albert Benveniste. Wavelet network [ J ]. IEEE Trans. on Neural Etworks, 1992, 3: 889- 898.
  • 5Holland J H. Adaptation in natural and artificial systems[M]. Ann Arbor. MI: Univ. Michigan Press, 1975.
  • 6Pham D T, Karaboga D. Intelligent optimization techniques, genetic algorithms, tabu search, simulated, annealing and neural networks[M]. New York: Springer- Verlag , 2000.
  • 7Man K F, Tang K S, Kwong S, et al. Genetic algorithms for con trol and signal processing[M]. Lodon: Springer-Verlag, 1997.
  • 8Wang C C, Her S M. A self-generating method for fuzzy system design [J]. Fuzzy Sets and Systems, 1999, 103( 1 ) : 13-25.
  • 9Chan P T, Rad A B, Tsang K M. Optimization of fused fuzzy systems via genetic algorithms [J]. IEEE Transactions on Industrial Electronics, 2002, 49 ( 3 ) : 685-692.
  • 10Pal T, Pal N R. SOGARG: a self-organized genetic algorithmbased rule generation scheme for fuzzy controllers [ J ]. IEEE Transactions on Evolutionary Computation, 2003, 7 (4) : 397 -415.

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