Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Anhui University of Science and Technology(Natural Science)》 2011-04
Add to Favorite Get Latest Update

Dynamic Correlation Error Modelling of CMM Based on nu-SVM

WU Tian-feng,YANG Hong-tao (School of Mechanical Engineering,Anhui University of Science and Technology,Huainan Anhui 232001,China)  
In order to build high precision dynamic error correcting model,the spatial dynamic error correlation of CMM was analyzed.The principle and algorithm of the adopted new support vector method(nu-SVM) was proposed.The experimental facility was designed by using the laser interferometer,which was used to separate the dynamic error in single direction of the moving bridge CMM.The dynamic errors in the different spatial positions were separated,which were used to build the three dimension error models by adopting the BP neural network and nu-SVM.The dynamic error models were verified and compared,whose result indicates that the modelling precision of nu-SVM is higher than that of BP neural network.
【CateGory Index】: TH721
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 1 Hits
1 ZHANG Mei1,FEI Ye-tai2(1.College of Electrical Engineering and Automation,Anhui University,Hefei 230601,China; 2.School of Instrument Science and Opto-Electronic Engineering,Hefei University of Technology,Hefei 230009,China);Hybrid Modeling of CMM Dynamic Error Based on Improved Partial Least Squares[J];Nanotechnology and Precision Engineering;2012-06
【Citations】
Chinese Journal Full-text Database 1 Hits
1 ZHANG Hao ran, HAN Zheng zhi, LI Chang gang (School of Electronic and Information Technology, Shanghai Jiaotong Univ., Shanghai 200030, China);Support Vector Machine Based Unknown Nonlinear Systems Identification and Control[J];Journal of Shanghai Jiaotong University;2003-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Xue-ying,LIU Shu-gui,ZHANG Guo-xiong,WANG Bin(State Key Laboratory of Precision Measuring Technology and Instruments,Tianjin University,Tianjin 300072,China);Calibration technology of articulated arm flexible CMM[J];Journal of Harbin Institute of Technology;2008-09
2 MA Xiu-shui~(1,2),FEI Ye-tai~1,CHEN Xiao-huai~1,WANG Hong-tao~1,ZHAO Jing~1(1.School of Instrument, Hefei University of Technology, Hefei 230009, China; 2. Dept. of Measurement and Control Engineering, Anhui University, Hefei 230029, China);Discussion on several issues in ISO10360-2 Standard[J];Journal of Hefei University of Technology(Natural Science);2004-10
3 WANG Hong-tao~1,LIU Qiao-yun~1,MA Xiu-shui~2(1.School of Instrument, Hefei University of Technology, Hefei 230009,China; 2. Dept.of Automation,Anhui University,Hefei 230039, China);Maintenance of gas source for the three-dimensional coordinate measuring machine[J];Journal of Hefei University of Technology(Natural Science);2004-10
4 ZHOU Yao-xin~1,WANG Hong-tao~1,WANG Jian-mei~2(1.School of Instrument, Hefei University of Technology, Hefei 230009, China; 2.Department of Equipment and Lab Facilities, Hefei University of Technology, Hefei 230009, China);Probe selection of the coordinate measuring machine(CMM)[J];Journal of Hefei University of Technology(Natural Science);2004-10
5 ZHANG Yong(School of Instrument,Hefei University of Technology,Hefei 230009,China);Design of the mechanic system of the multi-dimensional coordinate measurement machine for measuring the size of the crystallizer[J];Journal of Hefei University of Technology(Natural Science);2005-12
6 XI Lin,YU Xiao-fen,FAN Wei (School of Instrument Science and Optoelectronic Engineering,Hefei University of Technology,Hefei 230009,China);Research on the two-coordinate platform of novel Nano-CMM[J];Journal of Hefei University of Technology(Natural Science);2006-12
7 SHANG Ping,FEI Ye-tai (School of Instrument Science and Opto-electronic Engineering,Hefei University of Technology,Hefei 230009,China);On the structure design of the articulated arm flexible CMM[J];Journal of Hefei University of Technology(Natural Science);2008-06
8 DING Bang-zhou1,FEI Ye-tai1,NI Xiang-hong2,LIU Fang-fang1(1.School of Instrument Science and Opto-electronic Engineering,Hefei University of Technology,Hefei 230009,China;2.Electric Power Research Institute of Anhui Province,Hefei 230601,China);Application of optical fiber gratings in a 3D probe[J];Journal of Hefei University of Technology(Natural Science);2011-08
9 GUO Hui(Material Engineering Department, North China Institute of Astronautic Engineering, Langfang 065000, China);Measurement of Slating Hole with Coordinate Measuring Machine and Its Error Analyzing[J];Journal of North China Institute of Astronautic Engineer;2004-03
10 LIU Xin - yu ZHAO Xian - zhong (Mechanical Engineering Department, North China Institute of Astronautic Engineering, Langfang 065000, China);Reverse Engineering Design of Wave Wheel Parts[J];Journal of North China Institute of Astronautic Engineer;2004-04
China Proceedings of conference Full-text Database 5 Hits
1 ;Short arc measurement error analysis and alternative solutions[A];[C];2009
2 LIU Peng-cheng (Measurement Department,AVIC Xi'an Aero-Engine(Group) Ltd,Xi'an 710021,China);Improvement Inspection Method of Turbine Disk Dovetail Slot's Deviation[A];[C];2010
3 LU Zhi-gang, YI Zhi-guang, ZHAO Cui-jian, LI Bing, WU Shi-chang (School of Electric Engineering, Yanshan University, Qinhuangdao 066004, China.;Nonlinear adaptive inverse control based on least squares support vector machines[A];[C];2005
4 Yang Ye, Wang Yongji (Dept.of Control Science and Engineering, Huazhong University Of Science and Technology, WuHan ,430074);NETWORK TIME-DELAY ANALYSIS AND PREDICTION FOR INTERNET-BASED NETWORK CONTROL[A];[C];2004
5 Wang Yongji, Wang Wan (Huazhong University of Science and Technology, Wuhan, 430074);Modeling the Control of Motor Nerves based on SVM[A];[C];2005
【Co-references】
Chinese Journal Full-text Database 8 Hits
1 HU Yi1,WANG Li2,MA Hehe1,SHI Hongbo1(1Key Laboratory of Advanced Control and Optimization for Chemical Processes of Ministry of Education, East China University of Science and Technology,Shanghai 200237,China; 2School of Electrical and Electronic Engineering,Shanghai Institute of Technology,Shanghai 200235,China);Online nonlinear process monitoring using kernel partial least squares[J];CIESC Journal;2011-09
2 YANG Maolong1,2,WANG Yuanfang3,SUN Quansen2,XIA Deshen21.Nanjing New Town Sci-Tech Park,Nanjing 210019,China2.College of Computer Science,Nanjing University of Science & Technology,Nanjing 210094,China3.Nanjing Northern Information Industry Corporation,Nanjing 211153,China;Improved partial least squares and feature extraction[J];Computer Engineering and Applications;2011-01
3 CHANG Yingjie1 LU Xianzhong2 WANG Shilong2 WANG Zhiming3(1.School of Mechanical Engineering,Shandong University,Jinan 250061; 2.Jinan Automobile Test Center,Jinan 250002; 3.School of Energy and Power Engineering,Shandong University,Jinan 250100);Study on the Linearization of Analyzer for Engine Exhaust Based on Partial Least Squares[J];Journal of Mechanical Engineering;2011-10
4 LIN Ling,LI Jing-yao,LI Gang (Biomedical Signal Detecting and Processing Laboratory,Tianjin University,Tianjin 300072,China);Measuring the Concentration of High Scattering Matters with Multi-Optical Path Method[J];Nanotechnology and Precision Engineering;2011-01
5 ZENG Xue-qiang1,LI Guo-zheng2(1.Computer Center,Nanchang University,Nanchang 330009,China;2.Department of Control Science and Engineering,Tongji University,Shanghai 201804,China);An examination of a classification model with partial least square based dimension reduction[J];Journal of Shandong University(Engineering Science);2010-05
6 LIN Min,DU Guang-nian,LIU Zhi-bin(Southwest Petroleum Institute,Chengdu Sichuan 610500,China);The Limitation of Partial Least Square Regression and Algorithm Improvement[J];Mathematics in Practice and Theory;2008-09
7 MENG Jie (Beijing University of Aeronautics and Astronautics,School of Economics and Management,Beijing 100083;Central University of Finance and Economics,School of Statistics Beijing 100081) WANG Huiwen HUANG Haijun SU Jianning (Beijing University of Aeronautics and Astronautics,School of Economics and Management,Beijng 100083);NONLINEAR STRUCTURE ANALYSIS WITH PARTIAL LEAST-SQUARES REGRESSION BASED ON SPLINE TRANSFORMATION[J];Journal of Systems Science and Mathematical Sciences;2008-02
8 Dong Chensong Mu yuhai Zhang Guoxiong(School of Precision Instruments and Optoelectronics Engineering,Tianjin University);ASSESSING THE DYNAMIC CHARACTERISTICS OF CMMS WITH A LASER INTERFEROMETER[J];Journal of Tianjin University;1998-05
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Ye Dong; Che Rensheng (Dept. of Instrumentation,Measurement & Control engineering, HIT);Modeling and Error Analysis for Human-simulation Multi-joint Coordinate Measuring Machine[J];Journal of Harbin Institute of Technology;1999-02
2 Qi Naiming Tao Jiasheng GUan Yingzi Wang Weiyuan (Dept. of Astronautics and Mechanics);Research on Aerostatic Slideway Error balance[J];JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY;1997-01
3 FEI Ye tai, YU Lian dong (Dept. of Precision Instruments Engineering, Hefei University of Technology, Hefei 230009, China);Study on the precision theory of dynamic measurement on whole system[J];JOURNAL OF HEFEI UNIVERSITY OF TECHNOLOGY(NATURAL SCIENCE);2000-01
4 MA Xiu-shui~(1,2),FEI Ye-tai~1,CHEN Xiao-huai~1,WANG Hong-tao~1,ZHAO Jing~1(1.School of Instrument, Hefei University of Technology, Hefei 230009, China; 2. Dept. of Measurement and Control Engineering, Anhui University, Hefei 230029, China);Discussion on several issues in ISO10360-2 Standard[J];Journal of Hefei University of Technology(Natural Science);2004-10
5 Air-bearing Work-stage under the Drive of One-side Mode HU Jian-bing,ZHOU Yun-fei,ZHU Hong-guang,HU Ke-feng,WU Hao,LIU Ke- zhao (Huazhong University of Science and Technology,Wuhan 430073,China);A Study about Analysis and Suppression Strategies of Vibration for the High Precision[J];Machine Tool & Hydraulics;2004-06
6 Yang Qing dong 1,Christophe Van Den Bergh 2, Paul Vanherck 2, Jean Pierre Kruth 2 (1.Beijing Institute of Machinery Industry, Beijing 100085; 2.Katholieke University Leuven, Belgium);The Thermal Deformations and Error Compensation Based on Neural Network on a CMM[J];Acta Metrologica Sinica;2000-02
7 XIE Wenlong (School of Science, Southern Yangtze University, Wuxi 214064, China);The Error Analysis of Double Cubic Spline Function for Rectangular Ranges[J];Journal of Southern Yangtze University;2003-02
8 YU Yan-fang,GAO Da-qi(Department of Computer Science and Engineering,East China University of Science and Technology,Shanghai 200237,China);An Improved Least Squares Support Vector Machine and Its Applications[J];Computer Engineering & Science;2006-02
9 SU Shi -ping 1,2 ,LI Sheng -yi 2 ( 1 Changsha University of Electric Pow er,Changsha 410077,China)( 2 National University of defense Tech nology,Changsha 410073,China);Error automation moodeling of coordinate measuring machine based on multi-body system kinematics theory[J];Machinery Design & Manufacture;2002-04
10 陈晓怀,费业泰,黄强先(合肥工业大学精密仪器系,安徽 合肥 230009)[;全系统动态测量精度理论的基本问题[J];MANOFACTURING AUTOMATION;1999-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved