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《Journal of Chongqing University of Technology(Natural Science)》 2015-11
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An Adaptive Chaotic Particle Swarm RBF Neural Network Optimization Algorithm

ZHANG Yi;TIAN Ai-kui;HAN Shi-yuan;College of Computer Science and Technology,Shandong University of Technology;School of Information Science and Engineering,University of Jinan;  
In order to improve the prediction results of RBF neural network,this paper proposed an adaptive chaos particle swarm optimization algorithm of RBF neural network( SACPSO-RBF) according to the shortcomings of the RBF neural network. This algorithm mainly used the adaptive chaotic particle swarm optimization algorithm to optimize the RBF neural network. The use of variation between individuals,the cross over operation and individual chaos disturbance can effectively avoid the local convergence of the particle swarm optimization algorithm. Using the optimization algorithm,we predicted the testing function sequence and tested the validity of the algorithm. Finally,the experimental results show that the algorithm has well prediction ability.
【Fund】: 山东省优秀中青年科学家科研奖励基金资助项目(BS2014DX015)
【CateGory Index】: TP183
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【Citations】
Chinese Journal Full-text Database 9 Hits
1 LAN Sheng-kun;Fuzhou Straits Vocational & Technological College;Guomai Information College,Fujian University of Technology;;The Speaker Recognition System Based on GA-BP Neural Network[J];Journal of Chongqing University of Technology(Natural Science);2013-10
2 WANG Qinqin;LEI Xiaoyun;GAO Fan;College of Water Conservancy and Civil Engineering,Xinjiang Agricultural University;;Snow depth simulation in the snowmelt period based on principal component analysis and RBF neural network[J];Journal of Arid Land Resources and Environment;2014-02
3 WANG Ya1,2, XIONG Yan1, GONG Xudong1, LU Qiwei1 1.Department of Computer Science and Technology, University of Science and Technology of China, Hefei 230027, China 2.School of Computer and Information, Fuyang Teachers College, Fuyang, Anhui 236037, China;Based on Chaos PSO algorithm optimize RBF network intrusion detection[J];Computer Engineering and Applications;2013-10
4 ZHU Yu,ZHAO Qing,ZHOU Xing-dong(School of Geodesy and Geomatics,Jiangsu Normal University,Xuzhou 221116,China);Remote Sensing Water Depth Inversion Based on Chaotic Immune Optimization RBF Network[J];Computer Engineering;2013-05
5 HAO Xiao-li;ZHANG Jing;College of Computer Science and Technology,Taiyuan University of Technology;;Design and Realization of RBF Neural Network Classifier Based on Advanced Self-adaptive Clustering Algorithm[J];Computer Science;2014-06
6 FANG Yi-xin;Department of Futher Education, Suzhou Institute of Industrial Technology;;Optimized BP Neural Networks for EMG Finger Movement Recognition[J];Laser Journal;2014-09
7 PENG Jishen,CHENG Ying(Faculty of Electrical and Control Engineering,Liaoning Technical University,Huludao 125105,China);The Application of Optimized RBF Neural Network to Pressure Transducer[J];Piezoelectrics & Acoustooptics;2012-03
8 LIU Jie;LI Mu;ZHOU Shao-wu;College of Design Art,Hunan Institute of Engineering;College of Information and Electrical Engineering,Hunan University of Science and Technology;;An Algorithm of Chaotic Hybrid Particle Swarm Optimization Based on RBF Neural Network[J];Computer Technology and Development;2013-08
9 ZHONG Yu-ping;WANG Li-dan;DUAN Shu-kai;ZHANG Feng-yun;LI Bo;School of Electronics and Information Engineering,Southwest University;;An Intelligent Control System Based on Neural Networks and Reinforcement Learning[J];Journal of Southwest University(Natural Science Edition);2013-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 SUN Yanmei1*,DU Wenhe1,FENG Changhao1,LIU Daosen1,LU Junguo1, CUI Quanling1,MIAO Fengjuan1,SONG Zhizhang2(1.Institute of Communications and Electronics Engineering,Qiqihar University,Qiqihar Heilongjiang 161006,China; 2.Office of the Principal,Qiqihar University,Qiqihar Heilongjiang 161006,China);The Application of RBF Neural Network Based on Ant Colony Clustering Algorithm to Pressure Sensor[J];Chinese Journal of Sensors and Actuators;2013-06
2 QUAN Si-ping;WU Hao;Taizhou Power Supply Company;;A Short-term Power Load Forecasting System Using the Data Mining Technology[J];Electric Power Information and Communication Technology;2014-03
3 LIU Zhi-qiang;ZHANG Shuo-hui;WANG Peng;School of Automobile and Traffic Engineering,Jiangsu University;;Driver's Braking Behavior Research Based On PCA and BP Neural Network[J];Journal of Chongqing University of Technology(Natural Science);2015-01
4 LIANG Hui-ling;LIN Yu-rui;School of Computer and Information,Fujian Agriculture and Forestry University;;Panel Data Analysis of Private Sector Employment[J];Science Technology and Industry;2015-02
5 TIAN Xiao-wen;MA Zhen-li;Military Oil Supply Engineering,Logistic University of Engineering;;Rotor Fault Diagnosis Based on GA-BP Neural Network[J];Journal of Chongqing University of Technology(Natural Science);2015-07
6 LI Zhi-peng;SHAO Xian-you;ZHANG Dong-xing;YANG Chuan-ying;Traffic College,Northeast Forestry University;;Steering System Control Strategy Based on Overview of Automotive Electric Power[J];Journal of Chongqing University of Technology(Natural Science);2015-08
7 LIN Chun-song;DENG Tao;School of Mechatronics & Automotive Engineering,Chongqing Jiaotong University;;Hybrid Electric Vehicle SOC Prediction Based on DE-BP Neural Network[J];Journal of Chongqing University of Technology(Natural Science);2015-08
8 YU Guo-jun;SUN Hu;SU Bo;CAO Li-lin;Faculty of Civil Engineering and Mechanics,Jiangsu University;;Research of Architectural Structures Semi-Active Control Based on SDMR Damper[J];Journal of Chongqing University of Technology(Natural Science);2015-11
9 LIU Dongdong;WANG Feng;NIU Lei;GUO Bo;School of Computer and Information, Fuyang Teachers College;;Network intrusion detection based on considering features selection and classifier optimization simultaneously[J];Computer Engineering and Applications;2013-20
10 FANG Yi-xin;Department of Futher Education, Suzhou Institute of Industrial Technology;;Optimized BP Neural Networks for EMG Finger Movement Recognition[J];Laser Journal;2014-09
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WU Chang-Rong, HU Xue-Gang(Inst. of Comp. & Info. , Hefei Univeisity of Technology, Hefei 230009, China; Dept. of Comp. ,Wuhu Teachers' College, Wuhu 241001, China);Research on corn production prediction based on RBF neural network[J];Journal of Anhui University of Technology and Science;2004-04
2 WU Chang-rong1,YE Ming-Quan2,HU Xue-gang3(1.Coll.of Math.& Comp.Sci.,Anhui Normal University,Wuhu 241000,China;2.Comp.Staff Room,WanNan Medical College,WuHu 241000,China;3.Inst.of Comp.& Info.,Hefei University of Technology,Hehei,230009,China);Research of RBF neural network prediction method based on PCA[J];Journal of Anhui University of Technology and Science(Natural Science);2007-01
3 WANG Cheng-hai1,WANG Zhi-lan1,SHEN Yong-ping2(1.School of Atmosphere Sciences,Lanzhou University,Lanzhou Gansu 730000,China;2 State Key Laboratory of Cryospheric Sciences,Cold and Arid Regions Environmental and Engineering Research Institute,Chinese Academy of Sciences,Lanzhou Gansu 730000,China);A Prediction of Snow Cover Depth in the Northern Xinjiang in the Next 50 Years[J];Journal of Glaciology and Geocryology;2010-06
4 Wang Dianfang Gu Qingbao Han Mei Li Fasheng (1 China University of Mining & Technology, Beijing 100083; 2 Chinese Research Academy of Environmental Sciences , Beijing 100012);Status of Urban Waste Water Treatment in Beijing Area and Impacts of Sewage Discharge on Regional Water Environment[J];Journal of Beijing Institufe of Petrochemical Technology;2003-03
5 CHI Ling-zhi(Dept.of Basic Course,Benxi College of Metallurgy,Benxi,Liaoning,117022,China);On Modelling New Models to Forecast Grain Yield and its Comparison[J];Journal of Benxi College of Metallurgy;2002-03
6 LI Wen,OU Qing-li,SHEN Hong-yuan,WU Tie-bin(Institute of Info and Electrical Engineering,Hunan University of Science and Technology,Xiangtan,411201);Survey of intelligent control and its application[J];Journal of Chongqing University of Posts and Telecommunications(Natural Science);2006-03
7 LIN Chang-hua1, LI Gong-yan2(1. Dept. of Mechanical Engineering and Automation, Chongqing Institute of Technology, Chongqing 400050, China; 2. Research Institute of Modern Manufacturing Engineering, Zhejiang University,Zhejiang 310027, China);Study on the Application of RBF Neural Network in Group Technology Based on the Encoding of the Important Feature Parameters of Components[J];Journal of Chongqing Institute of Technology Management;2002-06
8 GAO Fu-qianga,ZOU Hengb,QIN Chang-shuob,XU Min-jianb,YANG Yongb(a.ICT Research Center;b.College of Automation,Chongqing University,Chongqing 400030,China);Comparison with BP and RBF neural network used in English Letters Recognition[J];Journal of Chongqing Institute of Technology(Natural Science);2009-09
9 ZHANG Shiying,YU Xixing,ZHU Jietang(The Second Artillery Engineering College,Xi'an 710025,China);A Design of Smart Pressure Sensor Based on BP Neural Network[J];Journal of Projectiles,Rockets,Missiles and Guidance;2010-05
10 CHEN Shou-yu*(School of Civil and Hydraulic Engineering,Dalian University of Technology,Dalian 116024,China);Unified theory and model of variable fuzzy clustering and pattern recognition[J];Journal of Dalian University of Technology;2009-02
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