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| Application Research of Improved Genetic Neural Network Algorithm in Sales Forecast |
| Tai Lijun1, Hu Rufu1, Zhao Han2, Chen Caowei1 |
1. School of Mechanical Engineering, Ningbo University of Technology, Ningbo 315000, China;
2. School of Mechanical and Automotive Engineering, Hefei University of Technology, Hefei 230009, China |
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Abstract According to the insufficiency existed in traditional BP algorithm for sales forecast such as low learn rate,low convergence and falling into local optimization, etc,the improvement measures are proposed. The effectiveness and the convergence of the algorithm are improved by self-adapted learning rate, the adaptability is improved by the additive momentum, and the weight of neural network is optimized by modified genetic algorithm. The large-scale search optimum ability of modified genetic algorithm is used to implement the purpose of fast search optimum and accurate prediction. Finally, an example verifies this algorithm.
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Received: 12 October 2011
Published: 26 February 2012
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| [1] 沈清,胡德文,时春. 神经网络应用技术[M]. 长沙:国防科技大学出版社, 1993.[2] 谭永红. 基于BP神经网络的自适应控制[J]. 控制理论与应用 , 1994, 11 (1): 84-88.[3] 王鑫,于洪亮,张琳,等. 采用改进遗传神经网络的多载荷振动信号故障诊断[J]. 噪声与振动控制 ,2011,8:137-141.[4] 徐永春,张森文.改进遗传神经网络在甘蔗产量预测中的应用[J]. 华南农业大学学报 ,2011,7(31):102-104.[5] 高海龙,张国立.改进遗传神经网络及其在负荷预测中的应用[J]. 华北电力大学学报 ,2009,9(36):37-40.[6] Leung F H F, Lam H K, Ling S H, et al. Tuning of the Structure and Parameters of a Neural Network Using an Improved Genetic Algorithm [J]. IEEE Transactions on Neural Networks,2003,14(1):79-88.[7] Palmes P P, Hayasaka T, Usui S. Mutation-based Genetic Neural Network [J]. IEEE Transactions on Neural Networks,2005,16(3):587-600.[8] 张济民.基于神经网络的预测控制在摆式客车倾摆系统的应用研究[D].成都:西南交通大学,2004.[9] Haykin S. Neural Network-A Comprehensive Foundation[M]. 2nd Edition. Beijing:Tsinghua University Press, 2001.[10] Widrow B, Rumelhart D E, Lehr M A. Neural Network-Application in Industry, Business and Science [J]. Communication of the ACM,1994, 37(3): 93-105.[11] Zhao F, Hong Y, Yu D, et al. A Novel Genetic Algorithm for Partner Selection Problem in Virtual Enterprise [C]. In: Proceedings of the International Conference on Intelligent Mechatromics and Automation. 2004:477-482.[12] 董晓慧.制造型企业群价值网及其协同管理机制研究[D].合肥:合肥工业大学,2008. |
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