Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Beijing Institute of Technology》 1998-04
Add to Favorite Get Latest Update

The Most Suitable Architecture of Hidden - Layer in BP Neural Networks for Function Approximation

Liao Ningfang; Gao Zhiyun (Department of Optical Engineering,Beijing Institute of Technology,Beijing 100081)  
Aim To determine the most suitable architecture of hidden-layer in an er- ror-back -propagation neural netwok for function approximation. Methods To train the typical multi-layer BP neural netwoks with different hidden layers and neurons to approximate a typical function, and analyze the results. Results The most suitable number of hidden layers in a BP neural network is 4,and the most suitable number of neurons in each hidden layer is between 10 to 20,and a BP neural network with a single hidden layer has the worst results.Conclusion For function approximation,the most suitable number of hidden layers in a BP neural network should be about 4, and there should be suitable number of neurons in each hidden layer.
【Fund】: 云南省自然科学基金
【CateGory Index】: TP18
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 9 Hits
1 Han Shuang;Meng Hang;Liu Yongqian;Yan Jie;State Key Laboratory of Alternate Electrical Power System with Renewable Energy Sources(North China Electric Power University);;STUDY ON OPTIMIZATION OF BP NEURAL NETWORK WIND POWER PREDICITION MODEL WITH TWO HIDDEN LAYERS[J];太阳能学报;2015-09
2 LIAN Sizhen;ZHOU Xuan;YAN Junwei;School of Mechanical &Automobile Engineering,South China University of Technology;;Prediction Technique of Integrated Part Load Value(IPLV) of Water Chillers Based on Improved BP Neural Network[J];建筑科学;2014-06
3 ZHANG Cheng-Wen1,2,TANG Jia-Kui1,2,YU Xin-Ju1,2,WANG Chun-Lei3,MI Su-Juan1,2(1 Key Laboratory of Coastal Zone Environmental Processes,Chinese Academy of Sciences;Shandong Provincial Key Laboratory of Coastal Zone Environmental Processes,Yantai Institute of Coastal Zone Research,Chinese Academy of Sciences,Yantai 264003,Shandong,China;2 Graduate University,Chinese Academy of Sciences,Beijing 100049,China; 3 Hebei United University,Tangshan 063009,Hebei,China);Quantitative retrieval of soil salt content based on remote sensing in the Yellow River delta[J];中国科学院研究生院学报;2013-02
4 Zhou Liangjie(Institute of Software and Intelligent Technology,Hangzhou Dianzi University,Hangzhou 310018,Zhejiang,China);ON DENSITY OF INTEGRAL WEIGHT NEURAL NETWORK IN CONTINUOUS FUNCTION SPACE[J];计算机应用与软件;2012-07
5 CAI Bing(School of Physics & Electronic Engineering,Xiangfan University,Xiangfan,Hubei 441053,China);Evaluation Model of University Teachers Teaching Quality Based on RBF Neural Network[J];通化师范学院学报;2011-06
6 XIONG Hui-xia1,2,ZHANG Yao-ting1,MIAO Yu1(1.School of Civil Engineering and Mechanics,Huazhong University of Science and Technology,Wuhan 430074,China;2.Department of Civil Engineering,Nanyang Institute of Technology,Nanyang 473004,China);Prediction of the external tendons force based on BP neural network and MATLAB[J];广西大学学报(自然科学版);2011-01
7 HE Cheng-gang ZHANG Yan-ping ZHANG Zhan ZHANG Juan (Key Lab of Intelligent Computing and Signal Processing of Ministry of Education, Hefei, 230039, China)(School of Computer Science and Technology, Anhui University, Hefei, 230039, China);The dynamic acquisition of knowledge in machine learning inquiry in the function approximation[J];微计算机信息;2010-27
8 CHEN Ying-xian College of Business Administration,Liaoning Technical University,Huludao,Liaoning 125105,China;Application of Matlab Neural Network toolbox in coal seam interface interpolation[J];计算机工程与应用;2010-03
9 ZHANG Hao~(1,2) YAO Xu-guo~1 ZHANG Xiao-bin~1 ZHENG Ke-feng~1 (1.Center for Digital Agricultural Research,Zhejiang Academy of Agricultural Sciences,Hangzhou,Zhejiang 310021;2.Key Laboratory of Resources Remote Sensing & Digital Agriculture,Ministry of Agriculture,Beijing 100081);A PRIMARY STUDY ON NITROGEN CONTENT OF RICE LEAF BASED ON REMOTE SENSING AT SPIKING STAGE[J];核农学报;2009-03
China Proceedings of conference Full-text Database 1 Hits
1 WANG Yan,HU Haiqing School of Control Science and Engineering,University of Jinan,Jinan 250022,P.R.China;Intelligent Load Distribution of Hot Rolling Based on Data Driving[A];[C];2011
Chinese Journal Full-text Database 1 Hits
1 Lü Baiqian, Li Tianduo Department of Thermal Engineering, Tsinghua University, Beijing 100084;Back propagation algorithm of neural network with global optimization[J];清华大学学报(自然科学版);1997-02
Chinese Journal Full-text Database 10 Hits
1 Zhang Yadong;Li Man;Hou Qingkun;Wang Yupu;School of Mechanical Engineering,Dalian University of Technology;;Process Optimization of Residual Stress of PDC Joint Based on GA-BP Neural Network[J];工具技术;2016-08
2 Ma Lianjie;Cao Xiaobing;Gong Yadong;ChenN Xiaohui;Northeastern University at Qinhuangdao;Northeastern University;;Process Parameter Optimization Based on BP Neural Networks and GA in Point Grinding Low Expansion Glass[J];中国机械工程;2015-01
3 Guo Yu-kun,Wang Zhong-hong;Application of power load forecasting using Wavelet Neural Network Based on Genetic Algorithm[J];自动化与仪器仪表;2012-04
4 GAO Da-wen1,2*, WANG Peng2 (1.College of Forest Resources and Environment, Northeast Forestry University, Harbin 150040, China;2.School of Municipal and Environmental Engineering, Harbin Institute of Technology, Harbin 150090, China).;The screening of structure parameters in QSAR using multivariate linear regression and neural network.[J];中国环境科学;2005-S1
5 Jiang Wuzhong;Zhao Zhongyuan (China him Grain College);Question Paper Analysis System of Effective Neural Network[J];长春光学精密机械学院学报;2001-01
6 LIU Han wu 1, ZHANG Zhi ping 1, CHEN Shu li 1, GU Ying xin 1, CUI Jian zhong 2 (1. School of Mechanical Engineering,Shenyang University,Shenyang 110044,China; 2. School of Materials & Metallurgical, Northeastern University, Shenyang 110006, Chi;Development of intelligent CAD software for aluminum sections extrusion die[J];哈尔滨工业大学学报;2000-05
7 LI Qi hao, ZHAO Wei dong (Dept.of Mechanical Engineering,Hefei University of Technology,Hefei 230009,China);EVALUATIONS OF TOOL WEAR IN ARTIFICIAL NEURAL NETWORK[J];天津大学学报;2000-04
8 Zhao Weidong 1 Sheng Zhaohan 1 Du Xuehan 2 ( 1College of Economics and Management, Nanjing 210096) ( 2Xuzhou No. 1 People’s Hospital, Xuzhou 221002);Case-Based Reasoning Medical Diagnosis Based on the Strength Neural Network[J];东南大学学报(自然科学版);2000-03
9 Liu Hanwu; Gu Yingxin; Cui Jianzhong(Shenyang University, Shenyang, 110044, China) (Northeastern University, Shenyang, 110006, China);Section Extrusion Dies Intellective CAD System[J];轻合金加工技术;1999-04
10 Liao Ningfang; Gao Zhiyun (Department of Optical Engineering,Beijing Institute of Technology,Beijing 100081);The Most Suitable Architecture of Hidden - Layer in BP Neural Networks for Function Approximation[J];北京理工大学学报;1998-04
Chinese Journal Full-text Database 10 Hits
1 FENG Guohui;SHA Shuai;ZHANG Qinhong;Shenyang Jian Zhu University,School of Municipal and Environmental Engineering;China Construction Engineering Design Group Corporation Limited Shenyang Branch;;Study on Calculation Methods of Water-Chiller's Energy Efficiency[J];沈阳建筑大学学报(自然科学版);2013-05
2 ZHOU Yan,TAN Ying-lian,LIU Biao,WANG Kai(Xinjiang Wind Power Engineering Design & Consultation Co.,Ltd.,Urumqi 830063,China);Overview on prediction research of wind power[J];电气传动自动化;2013-01
3 GUO Qi~1,BAO Jinchun~2,SONG Jiguang~2 (1.Inner Mongolia Electric Power(Group) Co.,Ltd.,Hohhot 010020,China) (2.Inner Mongolia Huadian Huitengxile Wind Power Co.,Ltd.,Hohhot 010020,China);Wind Power Forecast Based on BP Neural Network[J];电源技术应用;2011-06
4 ZHANG Cheng-wen1,2,TANG Jia-kui1,2,MI Su-juan1,2,HU Yin-cui3,WANG Chun-lei1,2,YU Xin-ju1,2,LI Yong-zhi1,2,ZHAO Li-jun1,2,WANG Hou-mao1,2(1.Key Laboratory of Coastal Zone Environmental Processes,CAS;Shandong Provincial Key Laboratory of Coastal Zone Environmental Processes;Yantai Institute of Coastal Zone Research,Chinese Academy of Sciences,Yantai 264003;2.Graduate University of Chinese Academy of Sciences,Beijing 100049;3.Hebei Normal University,Shijiazhuang 050016,China);Research on New LBV Data Transformation Method for CBERS-02B Multi-spectral Images[J];地理与地理信息科学;2011-03
5 Liu Yongqian1,Piao Jinji2,Han Shuang1(1.School of Renewable Energy,North China Electric Power University,Beijing 102206,China;2.School of Energy,Power and Mechanical Engineering,North China Electric Power University,Beijing 102206,China);Study on Two Neural Network Algorithms to Predict Wind Power[J];现代电力;2011-02
6 ZHANG Mingli,YANG Xiaoliang,TENG Yun,XU Jianyuan,LIN Xin(School of Electrical Engineering,Shenyang University of Technology,Shenyang 110870,Liaoning Province,China);Forecasting of Wind Farm Generation Output Based on Principal Component Analysis and Back Propagation Neural Network[J];电网技术;2011-03
7 Jian BAO?1, Yu CHEN2, Jin-shou YU1 (1School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, China) (2Institute of Software and Intelligent Technology, Hangzhou Dianzi University, Hangzhou 310018, China);A regeneratable dynamic differential evolution algorithm for neural networks with integer weights[J];Journal of Zhejiang University-Science C(Computers & Electronics);2010-12
8 Lin Bin (Zhanjiang Normal College, Zhanjiang, 524048, China);Multiple linear regression analysis and its application[J];中国科技信息;2010-09
9 FENG Shuang-lei, WANG Wei-sheng, LIU Chun, DAI Hui-zhu (China Electric Power Research Institute, Haidian District, Beijing 100192, China);Study on the Physical Approach to Wind Power Prediction[J];中国电机工程学报;2010-02
10 BAO Jian1,2,ZHOU Bin1(1.Hangzhou Dianzi University,Hangzhou Zhejiang 310018,China;2.East China University of Science and Technology,Shanghai 200237,China);Research and Implementation of Neural Network with Integer Weights[J];计算机仿真;2009-11
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 Wang Dan;Yang Xiaoyan;Zheng Jian;Chen Longgao;Gao Weidong;Institute of Land Resources,Jiangsu Normal University;School of Environment and Spatial Informatics,China University of Mining & Technology;Land and Resources Bureau of Lianyungang City;;Construction Land Scale Prediction Based on Principal Component-BP Neural Network:A Case Study of Lianyungang[J];中国农学通报;2017-21
2 ZHANG Guosheng;XU Tongyu;YU Fenghua;CHEN Chunling;WANG Yang;College of Engineering and Electricity,Shenyang Agriculture University;;Nitrogen content inversion of rice leaf based on the hyperspectral data[J];浙江农业学报;2017-05
3 MA Chi;Liaoning College of Communication;;Quantitative Retrieval of Soil Salt Content Based on GF-1[J];中国农村水利水电;2017-05
4 TENG Cui;LIANG Chuan;LIANG Bi-zhen;Department of Information Engineering,Baise University;;The Large ISP Network Traffic Unloading Method in Huge Amounts of Data Environment[J];科学技术与工程;2017-13
5 LI Yanling;ZHAO Gengxing;College of Information Science and Engineering,Shandong Agricultural University;National Engineering Laboratory for Efficient Utilization of Soil and Fertilizer Resources;College of Resources and Environment,Shandong Agricultural University;;Advances in Land Use/Cover Change and Soil Quality Degradation by Remote Sensing[J];遥感信息;2017-02
6 SHI Chao-chao;FENG Mei-chen;SHA Zhi-min;CAO Lin-kui;College of Agriculture,Shanxi Agricultural University;School of Agriculture and Biology,Shanghai Jiaotong University;;Effects of fertilization method on nitrogen metabolism at spiking stage[J];上海农业学报;2017-02
7 WANG Rui;REN Qingchang;College of Information and Control Engineering,Xi'an University of Architecture and Technology;;Comparison and Analysis of Various Methods for Establishing Energy Consumption Model of Chiller[J];现代建筑电气;2017-01
8 ZHOU Xuan;LIU Guoqiang;LI Liwen;YAN Junwei;South China University of Technology;;Optimization Research for Energy Efficient Operating Parameters of Air Handling Units Based on Genetic Algorithm[J];建筑科学;2016-12
9 Fan Qiang;Wen Xiankui;Lin Chenghui;Zhang Jianxia;Chen Helong;Guizhou Electric Power Research Institute;Guizhou Chuangxing Electric Power Research Institute Co.,Ltd.;;Research on wind power prediction methods[J];贵州电力技术;2016-10
10 WANG Ming-kuan;MO Hong-wei;CHEN Hong-yan;Hunan University of Science and Technology;Shandong Agricultural University;;Study on Model Method of Inversion of Soil Salt Based on Multispectral Image[J];土壤通报;2016-05
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 DENG ZHIDONG;Sun ZENGQI (Dept. of .Computer Sci. & Tech., Tsinghua University Beijing 100084)LIU JIANWEI (Dept. of Control Engineering, Harbin Institute of Technology Harbin 150006);SECOND ORDER FAST LEARNING ALGORITHM OF BP NEURAL NETWORK VIA PID CONTROL[J];自动化学报;1995-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved