Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of System Simulation》 2006-07
Add to Favorite Get Latest Update

Optimization of Wavelet Neural Networks Based on Statistical Learning Theory

HUANG Min1, CUI Bao-tong1, GU Shu-sheng2 (1. Control Science and Engineering Research Center, Southern Yangtze University, Wuxi 214122, China; 2. School of Information Science and Engineering, Northeastern University, Shenyang 110004, China)  
Conventional learning algorithms for a class of affine wavelet neural networks use empirical risk minimization (ERM) based on infinite samples. ERM can’t ensure the generalization ability of network in the situation where sample size is small. A novel algorithm was proposed through using structural risk minimization (SRM) based on statistical learning theory. At first, a suitable hidden layer function set was selected according to the time-frequency information of input samples and localization of wavelets; meanwhile, a nested structure of function sets was constructed in terms of energy of wavelet basis; and then, weights of networks were optimized by adaptive orthogonal least square. Simulation results show that the novel algorithm can ensure the generalization ability of networks.
【Fund】: 国家自然科学基金资助项目(60274024)
【CateGory Index】: TP183
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 4 Hits
1 TANG Wei-qiang,WANG Fei,ZHANG Dong-zhi(South China University of Technology,Guangzhou 510640,China);Filtering Technology of Laser Speckle Image Based on Wavelet Neural Network[J];Packaging Engineering;2009-08
2 LIU Qing-biao1,2,ZHANG Bu-han1,WANG Kai1,XIE Guang-long1(1.Electric Power Security and High Efficiency Lab,Huazhong University of Science and Technology,Wuhan 430074,China;2.Xining Power Supply Company,Xining 810003,China);Research on SA-SVM methods for price forecasting[J];Power System Protection and Control;2008-22
3 ZHU Qi-bing,HUANG Min,CUI Bao-tong School of Communications and Control Engineering,Southern Yangtze University,Wuxi,Jiangsu 214122,China;Effluent quality prediction of wastewater treatment plant based on wavelet neural networks[J];Computer Engineering and Applications;2007-28
4 SHEN Bo1,2,LIU Yun2 (1.State Key Laboratory of Rail Traffic Control and Safety,Beijing Jiaotong University,Beijing 100044,China; 2.College of Electronics and Information Engineering,Beijing Jiaotong University,Beijing 100044,China);Movement Prediction Model Based on HMM and Simulations[J];Journal of System Simulation;2007-18
【Citations】
Chinese Journal Full-text Database 1 Hits
1 Xu Xiaoxia;Chen Tao;Wang Xiaosheng(Xi'an Jiaotong University.Xian 710049);Wavelet Neural Network Based on the Algorithm of Orthogonal Least Square[J];ACTA ELECTRONICA SINICA;1998-10
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 JIN Xi-zi~1,WANG Zheng-xuan~2 (1.Faculty of Compute Science,Northeast Normal University,Changchun 130024,China; 2.Faculty of Compute Science and Technology,Jilin University,Changchun 130012,China);Wavelet neural network based pollution location diagnosis for heating surfaces of boiler[J];Journal of Northeast Normal University (Natural Science Edition);2005-01
2 Liu Zhigang, Wang Xiaoru, Qian Qingquan (Southwest Jiaotong University, Chengdu 610031, China);A REVIEW OF WAVELET NETWORKS AND THEIR APPLICATIONS[J];Automation of Electric Power Systems;2003-06
3 LI Yong hong,LUAN Xiu zhen,LI Chun geng,QIU Fu xiang,WANG Bai suo (Information Engineering College,Dalian Maritime University,Dalian 116026,China);A Novel Method of Marine Radar Target Tracking[J];ACTA ELECTRONICA SINICA;2000-09
4 GUO Qiao-hui,YANG Yong-ming,GU Liang-ling(Key Laboratory of High Voltage Engineering and Electrical New Technology,Ministry of Education,Electrical Engineering College of Chongqing University,Chongqing 400030,China);Choosing Method of Wavelet Neuron Based on ECG Data Compression[J];Journal of Chongqing University(Natural Science Edition);2006-10
5 LI Dan-dan,ZHANG Run-tong,WANG Chuan-chen,XIAO Dong-po(Institute of Information Systems,Beijing Jiaotong University,Beijing 100044,China);A New Network Traffic Prediction Model Based on Ant Colony Algorithm in Cognitive Networks[J];Acta Electronica Sinica;2011-10
6 LIU Hong-guang,ZHANG Wei-ming,MAO Xin-yan;Multi-parameter identification system of weld defects based on magnetic memory testing[J];Manufacturing Automation;2009-02
7 Huang Yijun~(1,2) Li Yanlin~1 1 (Department of Computer Science and Technology,Xinyang Normal University,Xinyang 464000,Henan,China) 2 (The Aeronautical College of Air Force,Xinyang 464000,Henan,China);APPLICATION OF WAVELET NEURAL NETWORK BASED ON QR-ROLS ALGORITHM[J];Computer Applications and Software;2008-11
8 Li Jinping, He Miao (Collage of Information and Control Engineering, Jinan University, Jinan 250022) Liu Mingjun (Center for Con pitting, Jinan University, Jinan 250022) Yang Bo (Collage of Information and Control Engineering, Jinan University, Jinan 250022);STUDY ON IMPROVING THE CONVERGENCE SPEED OF BP WAVELET NEURAL NETWORKS[J];Pattern Recognition and Artificial Intelligence;2002-01
9 Chen Zhe Feng Tianjin (Electrical Engineering Department, Ocean University of Qingdao, Qingdao, 266003);Research Developments and Prospects of Wavelet Neural Networks[J];JOURNAL OF OCEAN UNIVERSITY OF QINGDAO;1999-04
10 Zhang Hongying,Wu Bin (Southwest University of Science and Technology);RESEARCH AND PROSPECTS OF WAVELET NEURAL NETWORKS[J];Journal of Southwest China Institute of Technology;2002-01
China Proceedings of conference Full-text Database 2 Hits
1 Xu Zhiwen~1; Ji Zhen~1; Guo Xiaoxin~1; Li Fengrui~2; Li Wenhui~1; Wang Zhengxuan~1; Pang Yunjie~1; 1 (Faculty of Computer Science and Technology, Jilin University, Changchun 130021, China) 2(Jilin Academy of Power, Changchun 130023, China);Recogniton and Diagnosis of Boiler Flame Based on Wavelet Neural Network[A];[C];2004
2 Li Jinping He Miao Liu Mingjun Yang Bo ( Department of Information and Control Engineering, Computer Center, Jinan University, Jinan, 250022);Study on Improvement of Convergence Speed for BP Wavelet Neural Networks[A];[C];2001
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 SHEN Xiao-hua,LIU jian,MU jie(The 13th Institute, Ministry of I I, Shijiazhuang 050051,China);Application of software radio technology in military area[J];Semiconductor Technology;2002-06
2 REN Chun-hui WEI Ping XIAO Xian-ci (University of Electronic Science and Technology of China, Chengdu Sichuan 610054, China);Application of a modified morlet wavelet in feature extraction[J];Chinese Journal of Radio Science;2003-06
3 Huang Rixing,K ang Chongqing,Xia Qing Tsinghua University,Beijing 1 0 0 0 84,China;SYSTEM MARGINAL PRICE FORECASTING IN ELECTRICITY MARKET[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;2000-22
4 Li Yiguo Shen Jiong (School of Energy and Environment,Southeast University,Nanjing 210096,China);System marginal price prediction and confidence interval estimation with ν-support vector machine[J];Journal of Southeast University(Natural Science Edition);2007-01
5 LV Xin-zheng,WEI Ping,XIAO Xian-ci(School of Electronic Engineering, UESTC, Chengdu 610054, China);Automatic Identification of Digital Modulation Signals Using High Order Cumulants[J];Electronic Warfare Technology;2004-06
6 YE Zhong fu,WU Tao,XU Xu(Institute of Statistical Signal Processing,University of Science and Technology of China,Hefei 230027,China);Software Radio Structure of Direct Sequence Spread Spectrum System and Its Performance Analysis[J];Acta Electronica Sinica;2001-01
7 WANG Guo sheng,ZHONG Yi xin (School of Information Engineering,Beijing University of Posts and Telecommunications,Beijing 100876,China);Some New Developments on Support Vector Machine[J];Acta Electronica Sinica;2001-10
8 Pan Quan① Meng Jin-li① Zhang Lei② Cheng Yong-mei① Zhang Hong-cai① ① (Department of Automatic Control, Northwestern Polytechnical University, Xi’an 710072, China) ② (Department of Electrical and Computer Engineering, McMaster University, Canada);Wavelet Filtering Method and Its Application[J];Journal of Electronics & Information Technology;2007-01
9 HE Zhen,CUI Qing-an(School of Management,Tianjin University,Tianjin 300072,China);A Study on the Small Sample Response Surface Methodology Based on SVM[J];Industrial Engineering Journal;2006-05
10 AO Lei,WU Yaowu,LOU Suhua,XIONG Xinyin (School of Electrical and Electronic Engineering,Huazhong University of Science and Technology,Wuhan 430074,China);New Method Based on Analogous Theory and Neural Network for Market Clearing Price Forecasting[J];High Voltage Engineering;2006-06
【Secondary References】
Chinese Journal Full-text Database 9 Hits
1 YE Sui-gao1,2,PENG Yong*1,ZHOU Hui-cheng1(1.School of Hydraulic Engineering,Dalian University of Technology,Dalian 116024,China;2.Zhejiang Institute of Hydraulics and Estuary,Hangzhou 310020,China);Research on support vector machine parameter identification method for midand long-term runoff forecast based on particle swarm optimization algorithm[J];Journal of Dalian University of Technology;2011-01
2 Guo Xiaolei1,Yang Jing2(1.Guangzhou Research Institute of Environmental Protection,Guangzhou 510620;2.Department of Electrical and Electronic Engineering,East China Jiaotong University,Nanchang 330013,China);Application of Artificial Neural Network in Wastewater Treatment[J];Guangdong Chemical Industry;2008-08
3 YAN Peng-zhan,WANG Zhen-yu(Electronic Engineering Institute,Hefei 230037,China);A New Modulation Recognition Algorithm for Feature Selection of Digital Signal[J];Electronic Information Warfare Technology;2011-03
4 XIAO Yong-hui,WANG Zhi-gang*,LIU Shu-zhao(School of Environmental Science and Engineering,Yangzhou University,Yangzhou 225127,China);Progress on Early Warning Model of Water Eutrophication and Algal Bloom[J];Environmental Science & Technology;2011-11
5 Shen Wen-hao Ning Li (State Key Lab of Pulp and Paper Engineering,South China University of Technology,Guangzhou 510640,Guangdong,China);The Study of the Development Situation of Industrial Wastewater Treatment Automatic Monitoring Technology[J];Paper Science & Technology;2011-05
6 CHEN Xiao-qian,YAO Wen,WEI Yue-xin,ZHAO Yong(College of Aerospace and Material Engineering,National Univ.of Defense Technology,Changsha 410073,China);Engineering Application on Multidisciplinary Design Optimization of Flight Vehicles[J];Journal of National University of Defense Technology;2011-05
7 WU Dong-liang1,WANG Yang1,GUO Chuang-xin1,YANG Jian2 (1. College of Electrical Engineering,Zhejiang University,Hangzhou 310027,China; 2. Shanghai Municipal Electric Power Company,Shanghai 200025,China);Short-term wind speed forecasting in wind farm based on improved GMDH network[J];Power System Protection and Control;2011-02
8 Wang Jie1,2,Sun Haocheng2,Hu Xiaomin1 (1.School of Resources & Civil Engineering,Northeastern University,Shenyang 110004,China;2.Guodian Northeastern Environmental Protection Industry Group Co.,Ltd.,Shenyang 110004,China);Study on the application of artifical neural networks in biological aerated filter[J];Water & Wastewater Engineering;2011-S1
9 YAN Peng-zhan,WANG Zhen-yu(Electronic Engineering Institute of PLA,Hefei Anhui 230037,China);Digital Modulation Automatic Recognition Based on Signal' Second Generation Wavelet[J];Communication Countermeasures;2011-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved