期刊文献+

一种基于田口-遗传算法确定的神经网络及其应用 被引量:4

THE NEURAL NETWORK BASED ON TAGUCHI-GENETIC ALGORITHM AND ITS APPLICATION
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摘要 为了解决神经网络结构和参数难以确定的问题,提出用工程领域内的田口设计方法和人工智能领域的遗传算法相结合的方法,用于同时确定神经网络结构和参数。将该算法应用到了小麦期货的收盘价短期预测上,结果表明,算法有较好收敛能力,预测是可行和有效的,有着良好的应用前景。 For solving the problem of difficult determination in parameters and structures of neural networks,in the paper it presents a new algorithm to determine the parameters and structures of neural networks. The algorithm combines the Taguchi method in engineering and genet- ic algorithm in Artificial Intelligence. The application of the new algorithm on futures forecast of wheat shows a good convergence, feasibility and validity,which indicates that this algorithm is in good prospect.
出处 《计算机应用与软件》 CSCD 2009年第4期217-219,共3页 Computer Applications and Software
关键词 神经网络 田口算法 期货预测 Neural network Taguchi method Futures forecast
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参考文献10

  • 1Belarbi K,Titel F. Genetic algorithm for the design of a class of fuzzy controllers : An alternative approach [ J ]. IEEE Trans. Fuzzy Systems, 2000, 8:398 -405.
  • 2Li M,Mechrotra K, Mohan C,et al. Sunspot numbers forecasting using neural network :5 th IEEE Int. Symp. Intelligent Control [C]. Philadelphia: [s. n] ,1990,524 -528.
  • 3JOHN C. Options Futures and other Derivative Securities[ M]. 4th Edition, Prentice-Hall 2000.
  • 4Pham D T, Karaboga D. Intelligent Optimization Techniques, Genetic Algorithms, Tabu Search, Simulated Annealing, Neural Networks [M]. New York : Springer-Verlag, 2000.
  • 5Michalewicz Z Genetic. Algorithm + Data Structures= Evolution Programs, 2nd extended ed [ M ]. New York : Springer-Verlag, 1994.
  • 6Chan K Y,Aydin M E,Fogarty T C. A Taguchi method-based crossover operator for the parametrical problems[J]. IEEE Trans. Fuzzy System, 2003, 12:971 - 976.
  • 7Tsai Jinn-Tsong, Liu Tung-Kuan, Chou Jyh-Horng. Tuning the Structure, Parameters of a Neural Network by Using Hybrid Taguchi-Genetic Algorithm[ J ]. IEEE Transactions on Nural networks, 2006, 17:69 - 80.
  • 8Taguchi G, Chowdhury S, Taguchi S. Robust Engineering [ M ]. New York : McGraw-Hill, 2000.
  • 9Wu Y. Taguchi Mechods for Robust Design[ M]. New York:ASME,2000.
  • 10Bazaraaa J Jarvis Sherali H. Linear Programming and Network Flows [ M]. New York:Wiley,1990.

同被引文献50

  • 1吴锋涛,张光甫,张伟军,焦国栋,梁步阁,袁乃昌.FDTD分析时域平面TEM喇叭天线阵[J].国防科技大学学报,2006,28(4):54-58. 被引量:5
  • 2Baum C E. From the electromagnetic pulse to high-power electromagnetics. Proceedings of the 1992 IEEE Inter-national Conference, 1992; 80(6) : 789--817.
  • 3克劳斯JD.天线.3版.张文勋,译.北京:电子工业出版社,2004.
  • 4Shlager K L, Smith G S, Maloney J G. Accurate analysis of TEM horn antennas for pulse radiation. IEEE Trans on EMC, 1996;38 ( 3 ) :414--423.
  • 5Grishm R. An information extraction: Techniques and chal-lenges. Information Extraction Springer-Verlag, Lecture Nots in Artificial Intelligece, 1997:10--27.
  • 6Roy R. A primer on the Taguchi method. New York: Van Nostrand Reinhold Press, 1999.
  • 7Weng Weichung,Yang Fan, Elsherbeni A. Electromagnetics and antenna optimization using taguchi ' s method. Morgan & Claypool, 2007.
  • 8Oliver E A, David A H. Time-domain antenna characterizations. IEEE Trans on EMC, 1993 ;35 (3) :339--346.
  • 9茂光.阵列天线分析与综合[M].电子科技大学出版社,1989.
  • 10Elliott R S. Array pattern synthesis [ J ]. Antennas and Propagation Society Newsletter, IEEE, 1985, 27 ( 5 ) : 4 --9,.

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