Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Harbin Institute of Technology》 2002-01
Add to Favorite Get Latest Update

Self-adaptive feature space expanding neural network

SUN Xue quan 1, WANG Xue feng 2, FENG Ying jun 2 (1. School of Computer Science and Engineering, Harbin Institute of Technology, Harbin 150001, China; 2. School of Management, Harbin Institute of Technology, Harbin 150001, China)  
Most of the pattern recognition problems are nonlinear separable. For these complicated nonlinear separable problems, the feedforward neural network usually converges slowly. In this paper, we propose a new kind of neural network model named Self adaptive Feature Space Expanding Neural Network to overcome this problem. In this model, a self adaptive feature space expanding layer is added in front of the feedforward neural network to enhance the description of the original pattern, thus the nonlinear separable problem can be transformed into linear one or less nonlinear one, and our new model converges faster than the traditional feedforward neural network. A series of experiments, especially the two spiral problem indicate that our new model converges very fast, and has good generalization.
【Fund】: 国家自然科学基金资助项目 (699740 13 )
【CateGory Index】: TP391.4
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 2 Hits
1 LI Ze-hui ZHU De-ming LIU Hai-qing YU Wei (1.Department of Ordnance Science and Technology,NAEI, Yantai,Shandong,264001 2.Longjian Road & Bridge Construction Co.,Ltd.,Haerbin,Heilongjiang,150000);Application of ANFIS to Predict the Chaotic Time Series[J];Journal of Naval Aeronautical;2005-03
2 YANG Jin-fang, ZHAI Yong-jie, WANG Dong-feng, XU Da-ping (North China Electric Power University, Baoding 071003, Hebei Province, China);TIME SERIES PREDICTION BASED ON SUPPORT VECTOR REGRESSION[J];Proceedings of the Csee;2005-17
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Quan Ying(Department of Computer Science,Beijing Polytechnic University,100022) Bai Naibin(Research Center for Eco-environmental Sciences,Chinese Academy of Sciences,100085);A Study of the QSAR (Quantitative Structural Activity Relationship) on Enviromental Pollution Using an Expert System[J];JOURNAL OF BEIJING POLYTECHNIC UNIVERSITY;1995-01
2 Xu Xueyan; Mu Zhichun; Wang Zhaoxia; Guo Libin(Automation and Information Engineering College, USTB, Beijng 100083, PRC Department of Material Science Engineering);Application of Neural Network to the Process of Functionally Gradient Materials Fabrication[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1994-05
3 Shao Xianqiang;Zhang Tiejun;Qu Shoude;Qiu Daoyin(Department of Automation. USTB, Beijing 100083, PRC)(Department of Computer and Automation, Zhengzhou Engineering College);On-line Inference of Sintering Quality via Neural Networks[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1995-06
4 LI Xiao ping 1,\ LIN Xue yan 2,\ QU Da cheng 1,\ REN Jiang xing 1 (1. Dept. of Computer Science and Engineering, Beijing Institute of Technology, Beijing100081, China; 2. Dept. of Computer Science, Tsinghua University,Beijing100084, China);Reliability of an Automobile License Plate Identification System[J];Journal of Beijing Institute of Technology;2001-01
5 LI Bao kui (Dept. of Automatic Control, Beijing Institute of Technology, Beijing100081, China);Model Identification Theory Using Neural Network and Its Application in Plate Rolling Control[J];Journal of Beijing Institute of Technology;2002-03
6 Liu Fuhu Ren Shihong Zhu Guiming (Department of Electronic Engineering,Beijing Institute of Technology, Beijing 100081);Real Time Image Target Recognition System[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1997-06
7 Li Minsheng Liu Bin Liu Hao (Department of Computer Science and Engineering,Beijing Institute of Technology,Beijing 100081);Neural Network Programming Based on Neural Network Description[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1998-06
8 Zhang Lipeng(Department of Telecommunication Engineering, Beijing University of Posts and Telecommunications, Beijing 100088)Li Limei(Division of Materials and Equipments, Beijing University of Posts and Telecommunications, Beijing 100088);An Artificial Neural Network for Speech Recognition[J];Journal of Beijing University of Posts and Telecommunications;1995-01
9 Nie Yongping (Department of Computer Science, Chongqing University of Posts and Telecommunications, Chongqing, 400065);Artificial Neural Network and Computer[J];Journal of Chongqing University of Posts and Telecommunications;1998-04
10 WANG Xie kang, FANG Duo (Sichuan University, China);ARTIFICIAL NEURAL NETWORK MODELING OF THE SOIL EROSION AND SEDIMENT YIELD[J];JOURNAL OF CHENGDU UNIVERSITY OF TECHNOLOGY;2000-02
China Proceedings of conference Full-text Database 2 Hits
1 Li Wenfeng Cao Yongzhou xu jing hua he hai qi liu yu qiao (1, Xu Chang city meteorological bureau, Henan Xu Chang 461000; 2nd,Xu Chang city plant protection station Henan Xu Chang 461000 3nd Yu state plant protection yu state henan china 461670 );Xu Chang in 2007 wheat plant disease meteorology environment originanalysis and preventing and controlling strategy[A];[C];2007
2 Cheng-yi Sun, Yan-xin Xiang, and Xue-li Yu Computer Center, Taiyuan University of Technology, Taiyuan, Shanxi, 030024;A Clustering Algorithm of Hybrid Learning Neural Networks Based on Maximum Likelihood Criteria[A];[C];1996
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 He jian-ming Qiu xian-de Yan zong-ling Gao xian-liang;Study on Fail-safe Probability Analysis of Mine Side Slope[J];;1999-03
2 Zhang Zhiqiang,Feng Xiating,Yang Chengxiang,Lin Yunmei (School of Resource and Civil Engineering,Northeastern University, Shenyang 110006,China);Study on Genetic Neural Network for Nonlinear Displacement Time Series Analysis[J];JOURNAL OF NORTHEASTERN UNIVERSITY;1999-04
3 LI Rong,YE Shi wei,SHI Zhong zhi(1 Dept.of Computing,Graduate School,Science and Technology University of China,Beijing 100039,China;2 National Key Laboratory of Intelligent Information Technology Process,The Institute of Computing Technology,Chinese;SVM-KNN Classifier——A New Method of Improving the Accuracy of SVM Classifier[J];Acta Electronica Sinica;2002-05
4 LU Youzhong (Department of physics &Electrical Information Engineering,Ningxia University,Yinchuan,China);The Varial Boundary Problem of Extensive Function about integral from n=(x_0) to (x_1) F(x,y,y′,y″,y■)dx[J];Journal of Guyuan Teachers College;2003-06
5 MA Zhi-jiang, CHEN Han-lin, YNAG Shu-feng(Department of Earth Science, Zhejiang University, Hangzhou 310027, China);Prediction of landslide hazard based on support vector machine theory.[J];Journal of Zhejiang University(Sciences Edition);2003-05
6 TIAN Sheng Feng and HUANG Hou Kuan(Department of Computer Science and Technology, Northern Jiaotong University, Beijing 100044);DATABASE LEARNING ALGORITHMS BASED ON SUPPORT VECTOR MACHINE[J];JOURNAL OF COMPUTER RESEARCH AND DEVELOPMENT;2000-01
7 ZHANG Wen-Sheng, WANG Jue, and DAI Guo-Zhong (Institute of Software, Chinese Academy of Sciences, Beijing 100080) (Institute of Automation, Chinese Academiy of Sciences, Beijing 100080);STUDY OF THEORY AND METHOD INTRODUCING POSTERIORI PROBABILITY INTO SUPPORT VECTOR MACHINES[J];Journal of Computer Research and Development;2002-04
8 WANG Zhi-Ming, CAI Lian-Hong, and AI Hai-Zhou (Department of Computer Science and Technology, Tsinghua University, Beijing 100084);Mouth Movement Prediction Based on Support Vector Regression[J];Journal of Computer Research and Development;2003-11
9 Zhu Yongsheng Zhang Youyun(Theory of Lubrication and Bearing Institute,Xi'an Jiaotong University,Xi'an710049);The Study on Some Problems of Support Vector Classifier[J];Computer Engineering and Applications;2003-13
10 SUN Jian, SHEN Ruimin, ZHANG Tongzhen, HAN Peng, SU Qun (Department of Computer Science and Engineering ,Shanghai Jiaotong Universary, Shanghai 200030);Design and Implementation of Intelligent Learning Advisor Based on Support Vector Machine Algorithm[J];Computer Engineering;2002-11
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 CHANG Lei1,SONG Guo-tang1,LU Zhi-gang2 (1. Qinhuangdao Electric Power Company,Qinhuangdao 066002,China; 2. Electrical Engineering College of Yanshan University,Qinhuangdao 066004,China );Application research of cloud model theory in month electricity consumption forecasting[J];Power Demand Side Management;2008-06
2 ZHANG Chao1,HAN Pu2(1.Department of Mechanical Engineering and the Key Laboratory ofCondition Monitoring & Control for Power Plant Equipments,Ministry ofEducation,North China Electricity Power University,Baoding 071003,China;2.School of Control Science and Engineering,North China ElectricityPower University,Baoding 071003,China);Analysis of Turbine's Vibration Based on Smooth Support Vector Regression[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2008-02
3 Zhou Jianxin1 Si Fengqi1 Qiu Xiaozhi1 Chen Chen2 Xu Zhigao1(1School of Energy and Environment,Southeast University,Nanjing 210096,China)(2Anhui Electric Power Research Institute,Hefei 230022,China);Optimization of boiler operation oxygen content based on support vector regression and genetic algorithms[J];Journal of Southeast University(Natural Science Edition);2008-06
4 ZHANG Chao1,HAN Pu2,TANG Gui-ji1(1.Department of Mechanical Engineering and The Key Laboratory of Condition Monitoring & Control for Power Plant Equipments of Education,North China Electricity Power University,Baoding 071003,China;2.Department of Automation,North China Electricity Power University,Baoding 071003,China);Fault analysis on rotor-to-stator rub-impact for rotary machinery using smooth support vector regression[J];Chinese Journal of Construction Machinery;2008-01
5 XU Bao-hua,LI Hong-ru (Department of Missile Engineering,Ordnance Engineering College,Shijiazhuang 050003,China);Fault prognostics for hydraulic components in missile launcher[J];Journal of Engineering Design;2007-06
6 LI Tian-yun1, WANG Ai-feng1, CHENG Si-yong1, WU Zheng-fei2(1. School of Electrical Engineering, Northeast Dianli University, Jilin 132002, China; 2. Jilin Grand Power Equipment Institute, Jilin 132000, China);New Method for Faults Diagnosis of Oil-filled Transformer[J];High Voltage Engineering;2008-02
7 ZHOU Jian-xin~1 WANG Lei~2 XU Zhi-gao~1 SI Feng-qi~1 (1.School of Energy and Environment,Southeast University,Nanjing 210096,China; 2.Departament of Power Engineering,Shenyang Institute of Engineering,Shenyang 110136,China);Research on Optimization Model of the Unburned Carbon in Fly Ash from the High Capacity Power Station Boilers[J];Boiler Technology;2008-03
8 Hao Wenfeng Gu Jianzu Tang Can(Institute of Science,JiangSu University,Zhenjiang 212013,China);STUDY ON CARBONATION DEPTH PREDICTION OF PRESTRESSED CONCRETE BASED ON WAVELET SVM[J];Industrial Construction;2009-S1
9 JIA Rong1,ZHANG Xinwei1,XU Qihui2,CAO Beizhen3,HE Xianggang4(1.Xi'an University of Technology,Xi'an 710048,China;2.Dongfang Electric Autocontrol Engineering Co.,Ltd.,Deyang 618000,China;3.Dongfang Turbine Co.,Ltd.,Deyang 618000,China;4.Xi'an Jiaotong University,Xi'an 710049,China);Frequency domain analysis based on LS-SVM and its application in partial discharge narrow-band interference suppression[J];Electric Power Automation Equipment;2009-09
10 LI Zhi-bo(Donghai County Power Supply Company,Donghai 222300,China);Application of Multi-factor SVM Method in Power Load′s Medium and Long Term Forecasting for Jiangsu Province[J];Journal of North China Institute of Water Conservancy and Hydroelectric Power;2009-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved