Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Machine Tool & Hydraulics》 2013-07
Add to Favorite Get Latest Update

Processing Error Prediction for 6-UPU Parallel Machine Tool Based on BP Neural Network

HAN Shaomin,ZHAO Qingzhi,XIN Qingjie,ZHAO Sen(School of Mechanical Engineering,Shandong University of Technology,Zibo Shandong 255049,China)  
A study on the processing of an aluminum shell component with a 6-UPU parallel machine tool was made.The sample data of the finish size error were extracted and a model for the finish size error prediction was set up by using BP neural network.Through analyzing the error of 6-UPU teaching parallel machine tool,the processing principle of the experimental data and sample data was put forward,with overall consideration about the processing situations.The proposed prediction of processing error based on BP neural network has strong practicability and advanced nature,and it can effectively improve the machining precision,and it also provides a new way to improve the accuracy of the open loop numerical control system.
【CateGory Index】: TG65;TP183
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【Citations】
Chinese Journal Full-text Database 6 Hits
1 Deng Qingwei Tang Jing Wang Wenli et al;Research on Optimization of NC Machining Cutting Parameter[J];Aeronautical Manufacturing Technology;2010-22
2 ZHU Xi-lin~1, WU Bo-da~1,WU Xing-xing~1,LI Xiao-mei~2 (1.Sch. of Mechanical Sch.& Eng.,Jilin Univ., Changchun130025, China; 2.Sch. of Mechanical Eng., Changchun Univ.,Changchun310022,China);Application of BP network in optimizing machining parameters[J];Computer Integrated Manufacturing Systems;2004-09
3 CAI An-jiang1,XI Hong-bo1,GUO Shi-hong2(1.School of Mechanical and Electrical Engineering,Xi'an University of Architecture and Technology,Xi'an,Shaanxi 710055,China;2.School of Civil Engineering,Xi'an University of Architecture and Technology,Xi'an,Shaanxi 710055,China);Study on the intelligent optional system of WEDM processing parameters[J];Die & Mould Industry;2008-03
4 CAI An-jiang,YAO Yan,GUO Shi-hong,DOU Wei-tao(Department of Electrical and Mechanical Engineering,Xi'an University of Architecture and Technology,Xi'an,Shaanxi 710055,China);Optimization of CNC milling parameters based on BP neural network[J];Die & Mould Industry;2010-09
5 Wang Jinsong(Tsinghua University,Beijing,China) Huang Tian p 1103 1107;Parallel Machine Tool——A Forthcoming Opportunity and Challenge to the Machine Tool Industry[J];CHINA MECHANICAL ENGINEERING;1999-10
6 JIAO Wei-Wei~1 DONG Zeng-Ren~2 SUN Wei~1 LIU Wei~1(1 NMR lab,Porous Flow Fluid Mechanics Institute,Chinese Academy of Sciences,LangFang 065007,China;2 Institute of Electrical Engineering,Chinese Academy of Sciences,Beijing 100080,China);Method of Artificial Neural Network for Shimming of NMR Magnet[J];Journal of the Graduate School of the Chinese Academy of Sciences;2006-02
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 GAO Hong~(1,2),ZHAO Han~(1)(1.Sch.of Mech.& Auto.Engn.,Hefei University of Technology,Hefei 230009,China;2.Dept.of Mech.Engn.,Anhui University of Technology and Science,Wuhu 241000,China);A review about theory of mechanism for parallel robotics[J];Journal of Anhui University of Technology and Science(Natural Science);2006-01
2 Zhang Tianming Han Xianguo(School of Mechanical Engineering and Automation,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Lightweight and optimal design for 3-RPS parallel kinematic machine based on finite element method[J];Journal of Beijing University of Aeronautics and Astronautics;2010-11
3 FU Tie, DING Hongsheng, PANG Siqin, LI Jinquan, ZHANG Tongzhuang(School of Mechanical Engineering and Automation, Beijing Institute of Technology, Beijing100081, China);Simulation of the Machining Error of Variable-Axis NC Machine Tool Based on Static Stiffness[J];Journal of Beijing Institute of Technology;2002-06
4 LIU Xue jie,ZHANG Feng,YANG Jian ming,WANG Jian xin (Department of Mechanical Engineering,UIST Baotou,Baotou 014010,China);Numerical analysis of kinematics of 6-SPS parallel framework[J];Journal of Baotou University of Iron and Steel Technology;2000-04
5 Yu Miao 1,Zhao Ji 2 (1.Mechnical Engineering College,Changchun University,Changchun?130022,China;2.Mechnical Science and Engineering College,Jilin University,Changchun?130025,China);Dynamics model of rigid-flexible coupling for a five degrees of virtual axis machine tool[J];Journal of Changchun University;2003-01
6 YANG Lei,TONG Chong-lou,GONG Xiao-ping,HAN Yan-bin(Air Force Engineering University,Xi'anShanxi 710038);Study on Direct-Solved Method of 6-DOF Platform[J];Journal of Changsha Aeronautical Vocational and Technical College;2006-02
7 LI Bo, CAI Guang qi (School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110006,China);5-Axis-Machining Mathematical Model of a Novel 3-legged 5-DOF Parallel Machine Tool[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2000-03
8 YU Xiao liu 1, ZHAO Ming yang 2, WANG Hong guang 2, WANG Qi yi 1 (1. School of Mechanical Engineering and Automation, Northeastern University, Shenyang 110004,China; 2. Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 11001;Error Analyzing and Modeling of Six-bar Linkage Mechanism in the Parallel Machine Tool[J];JOURNAL OF NORTHEASTERN UNIVERSITY;2001-01
9 Fan Shouwen Xu Liju Gan Quan (Dept.of Electromechanical Eng, UEST of China Chengdu 610054) (School of Manufacturing Sci. &Eng., Sichuan University Chengdu 610065);Structure Design and Displacement Analysis for a New Type Virtual Axis Machine Tool[J];Journal of University of Electronic Science and Technology of China;2001-05
10 Fan Shouwen1 Xu Liju2 (1. School of Electromechanical Eng.,UEST of China Chengdu 610054; 2. School of Manufacturing Sci.&Eng.,Sichuan University Chengdu 610065);Close Form Solution to Singularity Configuration of A New Type Parallel Machine Tool[J];Journal of University of Electronic Science and Technology of China;2002-04
China Proceedings of conference Full-text Database 5 Hits
1 Wang Yan-qin (School of Mechanical and Automotive Engineering,Hefei University of Technology,Hefei 230009,China);PARALLEL MACHINE TOOL AND OPENING NUMERICAL CONTROL SYSTEM[A];[C];2005
2 SONG Fangzhen,SONG Bo School of Mechanical Engineering,University of Jinan,Jinan 250022,P.R.China;Transient Response Analysis of Planar Parallel Mechanism and Magnetic Control Motorized Spindle Coupling System[A];[C];2011
3 Gao Feng~1 Li Ying~1 Zhao Hui~2 (1.School of Mechanical Engineering,Hebei University of Technology,Tianjin,300130 2.Robotics Research Institute,Beijing University of Aeronautics and Astronautics,Beijing,100083);Type synthesis of a 5-DOF Parallel Manipulator for a Machine Tool[A];[C];2004
4 Liu Dejun Mu Haiwei Luo Xiaochuan Che Rensheng (Daqing Petroleum Institute Anda 151400) (Harbin Institute of Tehchnology,Harbin 150001);Model Theory and Virtual Prototype of a Kind of CMM Using Parallel-link Mechanism[A];[C];2001
5 Chen Wen-jia, Chen Shu-hong, Zhao Ming-yang Robotics Laboratory, The Chinese Academy of Sciences, Shenyang 110015;A Novel 4-DOF Parallel Manipulator for Machining[A];[C];2001
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Zhong-he,HE Jing-liang (Department of Mechanical Engineering,Beijing Institute of Machinery,Beijing 100 085,China);Research on Web-based cutting database and expert system[J];Journal of Beijing Institute of Machinery;2006-03
2 CHEN Yuan xie (Finance and Trade Economics Research Institute,Chinese Academy of Social Sciences,Beijing,100732,China);Several Theoretical Issues about the Establishment of Credit Evaluation Indexes System[J];RESEARCH ON FINANCIAL AND ECONOMIC ISSUES;2000-08
3 Jin Rencheng et al;Survey of Intelligence Self-adaptive NC Machining Technology[J];Tool Engineering;2000-11
4 Liu Xianli et al;Multimedia Database Inquiry and Management System of PCBN Cutting Tools[J];Tool Engineering;2001-12
5 Chen Jie Luo Hongbo Zhao Wu;Intelligence Selection System for Cutting Parameter Based on Neural Networks[J];Tool Engineering;2003-10
6 Meng Lingfeng Luo Hongbo Zou Yun et al;RGA-Based Intelligent Optimization of Machining Parameter for Milling[J];Tool Engineering;2006-05
7 Wang Zongjun(College of Business and Management .Huazhong University of Science and Technology. Wuhan 430074);THE NEURAL NETWORK METHOD OF MULTIOBJECTIVE COMPREHENSIVE EVALUATION FOR COMPLEX OBJECT SYSTEMS[J];JOURNAL OF INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT;1995-01
8 LIU Fu-gui, CHEN Hai-yan, LIU Shuo, YAN Wei-li ( School of Electrical Engineering and Information Technology,Hebei Un iversity of Technology, Tianjin 300130,China );Modeling Magnetic Hysteresis Using Neural Network[J];Journal of Hebei University of Technology;2001-02
9 WANG Jian, WANG Jian hua (Dept.of Electronics and Information, East China Shipbuilding Institute, Zhenjiang Jiangsu 212003,China);Research Fruit of Traditional Genetic Algorithms[J];JOURNAL OF EAST CHINA SHIPBUILDING INSTITUTE;2000-03
10 REN Hong -li, SUN Wei -yan, LJU Xian li, ZHAO Guanjun WANG Yan-lu (1. Mechanical & Power Engineering College, Harbin Univ. Sci. Tech., Harbin 150080, China; 2.Harbin Electrical Machinery Plant Limited Liability Company, Harbin 150040, Ch;The Cutting Database Management System of PCBN Tools[J];Journal of Harbin University of Science and Technology;2001-05
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved