Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Chongqing Institute of Technology(Natural Science)》 2008-09
Add to Favorite Get Latest Update

IAPSOBPNN Combined Training Algorithms for BP Neural Network

HUANG Li,TANG Wan-mei(College of Mathematics and Computer Sciences,Chongqing Normal University,Chongqing 400047,China)  
BP neural network is easily trapped into local minima,and has low generalization ability.In terms of these problems,IAPSOBPNN(Particle Swarm Optimization with Immunity Algorithm Back Propagation Neural Network)combined training algorithm is proposed,namely: a combination of immunity algorithm,particle swarm optimization and back propagation algorithm.The combined training algorithm is applied to the nonlinear function approximation and stock price forecast with complex nonlinear dynamic characteristic,and the simulation results indicate that the algorithm avoids the network from local minima,enhances the generalization ability of the network,provides a new idea for fixing the parameters of BP network.
【Fund】: 重庆市教委科研项目(KJ060818 KJ060804);; 重庆师范大学校级科研项目(06XLB23)
【CateGory Index】: TP183
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 2 Hits
1 HOU Zhi-rong,LU Zhen-su (school of information science and engineering,lanzhou university,Lanzhou Gansu 730000,China);Particle Swarm Optimization with Application Based on MATLAB[J];Computer Simulation;2003-10
2 HE Ran1+, WANG Yong-Ji1,2, WANG Qing1, ZHOU Jin-Hui1, HU Chen-Yong1 1(Laboratory for Internet Software Technologies, Institute of Software, The Chinese Academy of Sciences, Beijing 100080, China) 2(Laboratory of Computer Science, Institute of Software, The Chinese Academy of Sciences, Beijing 100080, China);An Improved Particle Swarm Optimization Based on Self-Adaptive Escape Velocity[J];Journal of Software;2005-12
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 TIAN Li,HUANG Shi-wei,LI Ze-ying,Wang Jun(Anhui Prov.Key Lab.of Elec.and Contr.,Anhui University of Technology and Science,Wuhu 241000,China);A combined model of PSO algorithm and RBF neural network for short-term load forecasting[J];Journal of Anhui University of Technology and Science(Natural Science);2007-02
2 LU Lei et al (School of Environment Science and Engineering,Southwest Jiaotong University,Chengdu,Sichuan 610031);Preliminary Discussion on the Application of an Additive-type of Universal Formula in the Form of Power Function in the Integrated Evaluation of Lake Eutrophication[J];Journal of Anhui Agricultural Sciences;2008-33
3 LIU Yan-ming et al(Guangxi Hydraulic and Electric Polytechnic,Nanning,Guangxi 530023);Study on Water Quality Evaluation of Nanning Inland River Based on Projection Pursuit and Particle Swarm Optimization[J];Journal of Anhui Agricultural Sciences;2009-26
4 WU Xin-jie,ZHANG Dan,LI Yuan,TAO Chong-e(Department of physics,Liaoning University,Shenyang 110036,China);New Measurement Method of Roundness Error Based on Particle Swarm Optimization Algorithms[J];Chinese Journal of Sensors and Actuators;2007-04
5 XU Yin-feng1,LUO Ri-cheng1,YI Sheng2,LI Lei1 (1.School of Electrical Engineering and Information,Changsha University of Science and Technology,Changsha 410114,China;2.Wuling Power Corporation,Changsha 415000,China);Chaos search based PSO algorithm application in transformer partial discharge location[J];Journal of Electric Power Science and Technology;2010-01
6 LIN Quan1,ZHU Yuan-hai1,YE Ji-xiang2(1.School of Computer and Communication Engineering,Changsha University of Science & Technology,Changsha 410076,China;2.College of Information Science and Engineering,Central South University,Changsha 410083,China);Research on projection pursuit classification model based on particle swarm optimization algorithm[J];Journal of Changsha Communications University;2008-02
7 CHENG Ci-sheng,XU Fang(School of Traffic & Transportation,Changsha University of Science & Technology,Changsha 410076,China);Model and algorithm for multi-frequency goods scheduling problem[J];Journal of Railway Science and Engineering;2008-01
8 Chen Huihua,Cui Xiangfu,Yang Shengli(the Forestry Bureau of Xianju County,Zhejiang Province,Xianju 317300,P.R.China);Occurrence Forecasting of Dendrolimus punctatus Based on the Neural Network Mixed Model of Particle Swarm Optimization[J];Journal of Northeast Forestry University;2008-11
9 ZHOU Mei-lan1,ZHANG Yu1,YANG Zi-fa2,KANG Di1 (1.School of Electrical and Electronic Engineering,Harbin University of Science and Technology,Harbin 150080,China; 2.R & D Center,Harbin Hafei Automobile Industry Group Co.,Ltd.,Harbin 150060,China);Fuzzy energy management strategy for HEV based on particle swarm optimization with compressibility factor[J];Electric Machines and Control;2011-11
10 LI Jian,ZHANG Weiguo,LI Guangwen(School of Automation,Northwestern Polytechnical University,Xi'an 710072,China);Design of H_∞ Robust Flight Control System Based on Particle Swarm Optimization[J];Journal of Projectiles,Rockets,Missiles and Guidance;2008-01
China Proceedings of conference Full-text Database 6 Hits
1 Wang yun Dong Zengshou Zhuo Dongfeng (Taiyuan university of science and technology,Taiyuan030024);Flame Stability Recognizing of High Temperature Air Combustion According to the Flame Index Based on Texture and Structure Analysis[A];[C];2008
2 LI Shou-zhi, ZHANG wei, MAO Fang-ren (School of Automatic and Information Engineering. Xi' an University of Technology. Xi' an 710048. China.;Increment PID controller based on particle swarm optimization algorithm[A];[C];2005
3 Zhao Xioanan Jin Yao Jin Ronghong Geng Junping Liang Xianling Ye Sheng School of Electronic Information and Electrical Engineering , Shanghai JiaoTong University of China, Shanghai 200240;Optimizing Design of Electrical-Large Aerials’ Dimensions[A];[C];2009
4 LIU Jing-ming,HAN Li-chuan (Management School,Shanghai Jiaotong University,Shanghai 200030,China);The Research of a Hybrid Clustering Algorithm Incorporating PSO into k - Means Algorithm[A];[C];2004
5 Feng Lin 1 , Mao Zhizhong 1 , Yuan Ping 1 You Fuqiang 1 1. Northeastern University, Shenyang 110819, China;An improved multi-objective particle swarm optimization algorithm and its application in EAF steelmaking process[A];[C];2012
6 Xin Jin + and Yong-quan Liang College of Information Science and Engineering, Shandong University of Science and Technology Qingdao, China;Particle Swarm Optimization with Particle Similarity Based Mutation[A];[C];2012
【Secondary Citations】
Chinese Journal Full-text Database 2 Hits
1 Guo Chonghui, Tang Huanwen (Department of Applied Mathematics, Dalian University of Technology, Dalian, 116024);GLOBAL CONVERGENCE PROPERLIES OF EVOLUTION STRATEGIES[J];Mathematica Numerica Sinica;2001-01
2 HONG LI;HUANWEN TANG;CHONGHUI GUO (Department of Applied Mathematics, Dalian University of Technology, Dalian 116024, China);The Convergence Analysis of A Class of Evolution Strategies[J];OR TRANSACTIONS;1999-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved