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第2期 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 ·73 [6]HANSEN L K,SALAMON P.Neural network ensem- [15 REED R.Pruning algorithms-a survey [J ]IEEE bles [J ]IEEE Transactions on Pattern Analysis and Transactions on Neural Networks,1993(4):740-747. Machine Intelligence,1990,12(10):993-1001. [16]JACQUES RIGET,JA KOB VESTERSTR.A Diversi- [7]周志华,陈世福.神经网络集成U].计算机学报,2002, ty-guided Particle Swarm Optimizer-the ARPSO [A]. 25(1):1-8. Development and Practice of Artificial Intelligence ZHOU Zhihua,CHEN Shifu.Neural nctwork ensemble Techniques[C].Durban,South Africa,1999,41-45. [J ]Chinese Journal of Computer,2002,25(1):1-8. [17]KENN EDY J,SPEARS W.Matching algorithms to [8]MAO J.A case study on bagging boosting and basic en problems:an experimental test of the particle swarm sembles of neural networks for OCR[A].In Proceedings and some genetic algorithms on the multimode problem of International Joint conference on Neural Networks generator[A].In Proceedings of IEEE International 1998[C].Anchorage,AK,1998:1828-1833 Conference on Evolutionary Computation[C].Anchor- [9]GUTTA S,WECHSL ER H.Face recognition using hy- age,Alaska,USA,1998. brid classifier systems[A].In Proceedings of Interna- [18]马永开,唐小我,杨桂元.非负权重最优组合预测方法 tional Conference Neural Network 1996 [C].Washing- 的基本理论研究J].运筹与管理,1997,6(2):1-8. ton,DC,1996:1017-1022 MA Yongkai,TANG Xiaowo.YANG Guiyuan.A [10]SOLL ICH P,IN TRA TOR N.Classification of seismic study on basic theory of the optimal combinated predic- signals by integrating ensembles of neural networks [J]. tion method of non negative weights[J ]Operations Re- IEEE Transactions Signal Processing,1998,46(5):1194 search and Management Science,1997,6(2):1-8. .1021 [19]马振华.运筹学与最优化理论[M].北京:清华大学出 [11]BONABEAU E,DORIGO M,G THERAULAZ.Im 版社,1998. spiration for optimization from social insect behavior [J]. [20]VAUTARD.SSA:a toolkit for noisy chaotic signals Nature,2000,406(6):39-42. [J].Physica D,1992,58:95-126. [12]KENNEDY J,EBERHART R C.Swarm intelligence [21]魏凤英,曹鸿兴.长期预测的数学模型及应用[M].北 M].San Francisco:Morgan Kaufmann Publishers, 京:气象出版社,1990. 2001. [22]王惠文.偏最小二乘回归方法及其应用[M].北京:国 [13]高海兵,高亮,周驰,等.基于粒子群优化的神经网 防工业出版社,1999 络训练算法研究0].电子学报,2004,32(9):1572· [23]金龙.神经网络气象预报建模理论方法与应用[M]. 1574 北京:气象出版社,2004 GAO Haibing,GAO Liang,ZHOU Chi,et al.Particle 作者简介: swarm optimization based algorithm for neural network learning[J ]Acta Electronic Sinica,2004,32(9);1572- 吴建生,男,1974年生,硕士,讲师, 1574. 主要研究方向为神经网络应用及智能优 [14]RUML HART D E,HINTON G E,WILLIAMS RJ. 化算法研究.Email:wjsh2002168@163 Learning representations by back propagating errors. com. Nature,1986,323(11):456-466. 1994-2008 China Academic Journal Electronic Publishing House.All rights reserved.http://www.cnki.net[6 ] HANSEN L K , SALAMON P. Neural network ensem2 bles [J ]. IEEE Transactions 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 en2 sembles of neural networks for OCR[ A ]. In Proceedings of International Joint conference on Neural Networks 1998[C]. Anchorage , A K , 1998 :1828 - 1833. [9 ] GU TTA S , WECHSL ER H. Face recognition using hy2 brid classifier systems [ A ]. In Proceedings of Interna2 tional Conference Neural Network 1996 [ C ]. Washing2 ton , DC , 1996 :1017 - 1022. [10 ]SOLL ICH P , IN TRA TOR 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. In2 spiration for optimization from social insect behavior [J ]. Nature , 2000 , 406 (6) :39 - 42. [12 ] KENN ED Y J , EBERHART R C. Swarm intelligence [ M ]. San Francisco : Morgan Kaufmann 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 algorithm for neural network learning[J ]. Acta Electronic Sinica ,2004 ,32 (9) ;1572 - 1574. [14 ]RUML HART D E , HIN TON G E , WILL IAMS 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 Neural Networks , 1993 (4) : 740 - 747. [16 ]J ACQU ES RIGET , J A KOB VESTERSTR. A Diversi2 ty2guided Particle Swarm Optimizer2the ARPSO [ A ]. Development and Practice of Artificial Intelligence Techniques[C]. Durban , South Africa , 1999 ,41 - 45. [ 17 ] KENNED Y J , SPEARS W. Matching algorithms to problems: an experimental test of the particle swarm and some genetic algorithms on the multimode problem generator [ A ]. In Proceedings of IEEE International Conference on Evolutionary Computation [ C]. Anchor2 age , 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 , TAN G Xiaowo. YAN G Guiyuan. A study on basic theory of the optimal combinated predic2 tion method of non negative weights[J ]. Operations Re2 search and Management 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 ] VAU TARD. 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. 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. E2mail : wjsh2002168 @163. com. 第 2 期 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 · 37 · © 1994-2008 China Academic Journal Electronic Publishing House. All rights reserved. http://www.cnki.net
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