[1]吴建生.基于粒子群算法的神经网络短期降水预报建模研究[J].智能系统学报,2006,1(2):67-73.
 WU Jian-sheng.Study on the shorttime rainfall prediction model of neural ensemble based on PSO algorithms[J].CAAI Transactions on Intelligent Systems,2006,1(2):67-73.
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基于粒子群算法的神经网络短期降水预报建模研究

参考文献/References:
[1] DEAN A, ANDREW R, BRIAN H. Forecasting warmseason burn o ff low clouds at the San Francisco international airport using linear regression a nd a neural network [J]. Apply Meteor, 2002, 41(6): 629-639.
[2]HSIEH W W. Nonlinear canonical correlation analysis of the tropical pacifi c climate variability using neural network approach[J]. Apply Meteor,2001,14(12) : 2528-2539. 
[3]GRIORGIO CORANI, GIOGIO GUARIO. Coupling fuzzy modeling and neural network s for river flood prediction [J]. IEEE Transactions on Systems, Man, And Cyber neticPart C: Applications and Reviews, 2005, 25(3): 382-388.
[4]吴建生,金 龙, 农吉夫. 基于遗传算法的神经网络建模研究[J]. 数学的实践与认识, 2005, 35(1): 83-88.
 WU Jiansheng,JIN long,LONG Jifu. Study on model of neural network based on genet ic algorithm[J].Mathematics in Practic and theory,2005,35(1):83-88.
[5]SOLLICH P, KROGH A. Learning with ensembles: how overfitting can be usef ul[A]. In Proceeding of Advances in Neural Information Processing Systems 8[C ]. Cambridge, MA: MIT Press, 1996.
[6]HANSEN L K, SALAMON P. Neural network ensembles [J]. IEEE Transaction s on Pattern Analysis and Machine Intelligence, 1990,12(10): 993-1001.
[7]周志华, 陈世福. 神经网络集成[J]. 计算机学报, 2002, 25(1): 1-8. ZHOU Zhihua,CHEN Shifu. Neural nctwork ensemble[J].Chinese Journal of Computer , 2002,25(1):1-8.
[8]MAO J. A case study on bagging boosting and basic ensembles of neur al networks for OCR[A]. In Proceedings of International Joint conference on Ne ural Networks 1998[C]. Anchorage, AK, 1998:1828-1833.
[9]GUTTA S, WECHSLER H. Face recognition using hybrid classifier systems[A ]. In Proceedings of International Conference Neural Network 1996[C]. Washin gton, DC, 1996:1017-1022.
[10]SOLLICH P, INTRATOR N. Classification of seismic signals by integrating ensembles of neural networks [J]. IEEE Transactions Signal Processing,1998, 46(5):1194-1021.
[11]BONABEAU E, DORIGO M, G THERAULAZ. Inspiration for optimization from s ocial insect behavior [J]. Nature, 2000, 406(6):39-42.
[12]KENNEDY J, EBERHART R C. Swarm intelligence[M]. San Francisco: Morgan K aufmann Publishers,2001.
[13]高海兵,高 亮,周 驰,等. 基于粒子群优化的神经网络训练算法研究[J] . 电子学报, 2004, 32(9): 1572-1574.
GAO Haibing, GAO Liang, ZHOU Chi,et al. Particle swarm optimization based algori thm for neural network learning[J].Acta Electronic Sinica,2004,32(9);1572-15 74.
[14]RUMLHART D E, HINTON G E, WILLIAMS R J. Learning representations by back propagating errors. Nature, 1986, 323(11):456-466.
[15]REED R. Pruning algorithms—a survey[J]. IEEE Transactions on Neur al Net works, 1993(4): 740-747.
[16]JACQUES RIGET, JAKOB VESTERSTR.A Diversityguided Particle Swarm Op timiz erthe ARPSO[A]. Development and Practice of Artificial Intelligence Techniqu es[C]. Durban, South Africa, 1999,41-45.
[17]KENNEDY J, SPEARS W. Matching algorithms to problems: an experimental tes t of the particle swarm and some genetic algorithms on the multimode problem gen erator[A]. In Proceedings of IEEE International Conference on Evolutionary Com putation[C]. Anchorage, Alaska, USA, 1998.
[18]马永开, 唐小我, 杨桂元. 非负权重最优组合预测方法的基本理论研究[J]. 运筹与管理, 1997, 6(2): 1-8.
MA Yongkai, TANG Xiaowo.YANG Guiyuan. A study on basic theory of the optimal com binated prediction method of non negative weights[J].Operations Research and M anagement Science, 1997,6(2):1-8.
[19]马振华. 运筹学与最优化理论[M]. 北京:清华大学出版社,1998.
[20]VAUTARD. SSA: a toolkit for noisy chaotic signals [J]. Physica D, 1992, 58: 95-126.
[21]魏凤英, 曹鸿兴. 长期预测的数学模型及应用[M].北京:气象出版社, 1990.
[22]王惠文. 偏最小二乘回归方法及其应用[M].北京:国防工业出版社,1999. 
[23]金 龙.神经网络气象预报建模理论方法与应用[M]. 北京: 气象出版社, 2004.
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备注/Memo

收稿日期:2006-04-28.
基金项目:广西省教育厅资助项目(200508234)
作者简介:
吴建生,男,1974年生,硕士,讲师,主要研究方向为神经网络应用及智能优化算法研究
.E-mail: wjsh2002168@163.com.

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