Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Wireless Internet Technology》 2017-16
Add to Favorite Get Latest Update

Application of improved BP neural network in structural design of drive shaft

Wang Sheng;Yang Hongcai;Mechanical and Electrical Engineering Department of Xijing University;  
The Shaffer function defines the domain in the range of [-10,10], BP neural network fitting function costs long training time, and can not achieve the desired accuracy, it showed that the ability of BP neural network to fit the complicated nonlinear functions needs to be improved. This paper presents an improved BP neural network, first, we should carry out K-Means clustering for the input of network, BP neural network is trained by large scale nodes, partial nodes are activated by clustering input to train, each cluster uses different nodes, by sub network to train clustering samples, it reduces network fitting difficulty. The test results show that improved BP neural network meets the precision. Finally, the axle diameter is calculated optimally by the improved BP neural network.
【Fund】: 西京学院2016年院科研基金;项目名称:粒子群算法在机器人循迹控制中的应用;项目编号:XJ160232;;项目名称:西京学院2017年创新创业训练计划项目;项目编号:127152017036
【CateGory Index】: TP183;TS803.6
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 4 Hits
1 YOU Lihua;WU Jingjing;WANG Yao;SONG Shujuan;School of Mechanical Engineering,Jiangnan University;Jiangsu Key Laboratory of Advanced Food Manufacturing Equipment and Technology;;Optimized BP Neural Network Based on Simulated Annealing Algorithm for pH Value Prediction[J];传感技术学报;2014-12
2 LI Song~1,LIU Li-jun~2,ZHAI Man~1 (1.School of Management,Hebei University,Baoding 071002,China; 2.School of Business Administration,Hebei University of Economics and Business,Shijiazhuang 050061,China);Prediction for short-term traffic flow based on modified PSO optimized BP neural network[J];系统工程理论与实践;2012-09
3 SUN Wang,LI Yan-ming,DU Wen-liao,YUAN Jin,LIU Cheng-liang(School of Mechanical Engineering,State Key Lab.of Mechanical System and Vibration, Shanghai Jiaotong University,Shanghai 200240,China);State Performance Evaluation for the Main Pump Bearing of Pump Truck Based on Ant Colony Optimization of Neural Network[J];上海交通大学学报;2012-04
4 Xu Xiaoli (Beijing Institute of Machinery Industry) Xu Hongan (Beijing Polytechnic University)Wang Shaohong (Beijing Institute of Machinery Industry);PREDICTING MODEL OF THE NEURAL NETWORK WITH ADAPTATION BASED ON GA OPTIMIZATION TO ROTARY MACHINERY[J];机械工程学报;2003-02
Chinese Journal Full-text Database 10 Hits
1 LIU Yi;ZHANG Kun;School of Computer Science and Technology,Nanjing University of Science and Technology;;Short-Term Traffic Flow Forecasting Based on Wavelet Denoising and GA-Elman Neural Network[J];交通科技与经济;2015-06
2 Zhu Fangwei;Ma Yue;Faculty of Management and Economics,Dalian University of Technology;;The evaluation of the promotion efficiency from industrialization to informatization using BP- VRM[J];科研管理;2015-12
3 CAO Li;TANG Ling;WU Hao;GAO Xiang;YUE Yinggao;School of Automation and Electronic Information,Sichuan University of Science & Engineering;School of Mechanical Engineering,Sichuan University of Science & Engineering;School of Instrument Science and Engineering,Southeast University;;Research on Short-term Freeway Traffic Flow Prediction Based on Improved Wavelet Neural Network[J];四川理工学院学报(自然科学版);2015-06
4 Liu Shu-qing;Xu Jian-min;Lu Kai;Ma Ying-ying;School of Civil Engineering and Transportation,South China University of Technology;;A Distance-Based Weighted Pattern Recognition Algorithm for Traffic Flow Forecasting[J];华南理工大学学报(自然科学版);2015-12
5 WANG Lin;PENG Lu;XIA De;ZENG Yi;School of Management,Huazhong University of Science and Technology;School of Management,Wuhan University of Technology;;BP neural network incorporating self-adaptive differential evolution algorithm for time series forecasting[J];计算机工程与科学;2015-12
6 WANG Xiaodong;ZHAO Yueyuan;MEI Li;School of Science,Xi′an Polytechnic University;;The research of CS-BP network volatility based on white noise disturbance[J];西安工程大学学报;2015-06
7 Yu Mingtao;Ye Xiaotong;School of Automation and Electronic Information,Sichuan University of Science & Engineering;Network Administration Center,Sichuan University of Science & Engineering;;Prediction for tourist traffic based on improved particle swarm optimization BP neural network[J];微型机与应用;2015-21
8 HOU Ya-mei;CHEN Yan-yan;WU Ke-han;HE Jun;Beijing Key Laboratory of Traffic Engineering,( Beijing University of Technology);Wuhan Communications E&T Information Center;;Study on Taxi Fuel Consumption Model in Beijing Based on BP Neural Network[J];道路交通与安全;2015-05
9 LUO Geng;MU Xi-hui;NIU Yue-ting;DU Feng-po;CHEN Jian-hua;WANG Yong-nan;Ordnance Test Center;Ordnance Engineering College;Ordnance Technological Research Institute;;Optimal design method for accelerometer step-down-stress accelerated life testing on condition of small sample[J];中国惯性技术学报;2015-05
10 MEI Li;WANG Xiao-dong;School of Science,Xi'an Polytechnic University;;An Evaluation Model of Enterprises' Management Condition Based on BA-BP Algorithm[J];技术与创新管理;2015-04
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Tao,WANG Yangyang,GUO Changna,ZHANG Jihua(Electrical Control Engineering institute of Liaoning Technology University,Huludao Liaoning 125105,China);Application of QGA-RBF for Predicting the Amount of Mine Gas Emission[J];传感技术学报;2012-01
2 LI Song1,LIU Li-jun2,XIE Yong-le1(1.School of Management,Hebei University,Baoding 071002,China;2.School of Business Administration,Hebei University of Economics and Business,Shijiazhuang 050061,China);Chaotic prediction for short-term traffic ?ow of optimized BP neural network based on genetic algorithm[J];控制与决策;2011-10
3 JIANG Tian-yi,HU Den-jin,XU Kai-zhou,XU Li-ming(School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200030,China);Simulation and Prediction of the Maximum Temperature in sphere Grinding with Improved BP Neural Network Model[J];上海交通大学学报;2011-06
4 ZHANG Yu-mei1 ,QU Shi-ru2 ( 1. College of Computer Science,Shaanxi Normal University,Xi'an 710062,China; 2. College of Automatic Control,Northwestern Polytechnical University,Xi'an 710072,China);Adaptive Volterra prediction model for traffic flow based on chaos[J];计算机应用研究;2010-12
5 LI Song1,LIU Li-jun2,GUO Hai-ling1(1.School of Management,Hebei University,Baoding 071002,China;2.School of Tourism,Heibe University of Economics and Business,Shijiazhuang 050061,China);Comparative of the Predictive Method of Chaos in Short-term Traffic Flow[J];系统工程;2009-09
6 YU Ling-yun,ZHU Juan,ZHANG Xin-shen (National Engineering Laboratory for Clean Technology of Leather Manufacture, Sichuan University, Chengdu 610065, China);Determination Method of Chloride and its Application[J];西部皮革;2009-15
7 YANG Hai-long,SUN Jian-guo(College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Application of PSO-based rough set theory and neural network to aeroengine fault diagnosis[J];航空动力学报;2009-02
8 ZHANG Yu-mei,QU Shi-ru,WEN Kai-ge(Department of Automatic Control,Northwestern Polytechnical University,Xi'an 710072,China);A Short-term Traffic Flow Forecasting Method Based on Chaos and RBF Neural network[J];系统工程;2007-11
9 DONG Chao-jun,LIU Zhi-yong (Institute of Information,Wuyi University,Jiangmen 529020,China );Multi-layer Neural Network Involving Chaos Neurons and Its Application to Traffic-flow Prediction[J];系统仿真学报;2007-19
10 LI Song1,2,HE Guoguang2,ZHANG Jie2(1.School of Management,Hebei University,Baoding 071000,China;2.Institute of Systems Eng.,Tianjin University,Tianjin 300072,China);Relationship between Distance Headway and Chaos in Traffic Flow on Expressway[J];西南交通大学学报;2007-03
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved