基于免疫进化规划的多层前馈网络设计
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本文研究得到国家自然科学基金和安徽省“九五”重点攻关项目资金资助.


Design Multilayer Feed-forward Networks Based on Immune Evolutionary Programming
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    摘要:

    文章用一种免疫进化规划来设计多层前馈神经网络.该免疫进化规划在保留传统进化规划的随机全局搜索能力的基础上,引进生物免疫中抗体通过浓度相互作用的机制和多样性保持机制.免疫进化规划的全局收敛性更优,并且具有很强的自适应环境的能力.实验结果验证了免疫进化规划在设计神经网络时的高效能.

    Abstract:

    The authors use an immune evolutionary programming to design multilayer feed-forward networks in this paper. The immune evolutionary programming retains the ability of stochastic global searching of traditional evolutionary programming, and draws into the interaction mechanism based on density and the diversity maintaining mechanism which exists in living beings' immune procedure. The immune evolutionary programming has better global convergence and very strong self-adaptive ability with enviornment. The experimental results prove the high efficiency of the immune evolutionary programming in designing neural networks.

    参考文献
    1  Weymaere N, Martens J P. On the initialization and optimization of multilayer perceptions. IEEE Transactions on Neural Networks, 1994,5(1):738~751 2  Park Y. A comparison of neural net classifiers and linear tree classifiers: there simularities and differences. Pattern Recognition, 1994,27(11):1493~1503 3  Ash T. Dynamic node creation in backpropagation networks. Connection Science, 1989,1(4):365~375 4  Azimi-Sadjadi M R et al. Recursive dynamic node creation in multilayer neural networks. IEEE Transactions on Neural Networks, 1993,4(2):242~256 5  Vittorio Maniezzo. Genetic evolution of the topology and weight distribution of neural networks. IEEE Transactions on Neural Networks, 1993,5(1):39~53 6  Fogel D B et al. Evolving neural networks. Biological Cybernetics, 1990,63(1):487~493 7  Angeline P J et al. An evolutionary algorithm that constructs recurrent neural networks. IEEE Transactions on Neural Networks, 1994,5(1):54~65 8  吴敏毓,刘恭植.医学免疫学.合肥:中国科学技术大学出版社,1995 (Wu Min-yu, Liu Gong-zhi. Medicine Immune Science. Hefei: Press of University of Science and Technology of China, 1995) 9  曹先彬.基于GA和NN驱动的智能处理系统研究[博士学位论文].合肥:中国科学技术大学,1996 (Cao Xian-bin. Research on intelligent processing system based on GA and NN [Ph.D. Thesis]. Hefei: University of Science and Technology of China, 1996)
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曹先彬,刘克胜,王煦法.基于免疫进化规划的多层前馈网络设计.软件学报,1999,10(11):1180-1184

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  • 收稿日期:1998-07-21
  • 最后修改日期:1998-12-01
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