Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《China Mechanical Engineering(中国机械工程)》 2011-01
Add to Favorite Get Latest Update

Error Compensation for Machine Tools Based on Integrated Intelligent Computation

Zeng Huanglin Sun Yong Chen Shunling Sichuan University of Science and Engineering,Zigong,Sichuan,643000  
This paper is a study of error compensation for machine tools based on integrated intelligent computation.The primary focus was on integrated intelligent computation approach to develop a BP neural network embed in a digital control system of a machine tool.Data compression and feature extraction was realized by way of application of RST and principal component analysis,which reduced BP network input dimension and reduced network training time.Taking advantages of ant colony algorithm,a global optimum of error compensation for machine tools was obtained by a BP network convergence.Positioning error compensation capabilities were tested using industrial standard equipment and procedures.The results obtained show that this approach can improve compensation precision and real time of error compensation for machine tools effectively.
【Fund】: 国家科技重大专项(2009ZX04002-013);; 四川省教育厅基础应用研究课题(2008RZ003)
【CateGory Index】: TG659
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
China Proceedings of conference Full-text Database 1 Hits
1 ;Application Prospective Study for the Advanced Software-Structure,Open CNC Technologies[A];[C];2012
Chinese Journal Full-text Database 5 Hits
1 LI Weihua ZHANG Shenggang (School of Mechanical & Automotive Engineering, South China University of Technology, Guangzhou 510640);Fault Classification Based on Improved Evidence Theory and Multiple Neural Network Fusion[J];机械工程学报;2010-09
2 JIA Zhixin1 ZHANG Hongbin1,2 XI Anmin1 (1. School of Mechanical Engineering,University of Science & Technology Beijing,Beijing 100083; 2. Department of Airborne Equipment,Army Aviation Institute,Beijing 101114);Simulating and Extending Wire Electrical Discharge Machining Reliability Data by Radial Basis Function Neural Network[J];机械工程学报;2010-02
3 ZHANG Haiyan,ZENG Huanglin,TANG Jianfang(Sichuan University of Science and Engineering,Zigong Sichuan 643000,China);Optimization for Temperature Measurement Points of Compensating Thermal Error on Machine Tools Based on Rough Sets[J];机床与液压;2010-01
4 SUN Yong,ZENG Huang-lin (Sichuan University of Science and Engineering,Chengdu 643000,China);A new approach of thermal error compensation on NC machine tools[J];机械设计与制造;2010-01
5 HU Hui,ZHANG Biao;Fault diagnosis in analog circuits based on PCA、rough set and neural networks[J];自动化与仪器仪表;2009-03
Chinese Journal Full-text Database 10 Hits
1 Ren Bo;Lü Zhenzhou;Liu Chao;Duan Feijiao;School of Aeronautics,Northwestern Ploytechnical University;Army Aviation Representative office of Genral Staff;Unit 93176 of the PLA;;Reliability Analysis for Failure Data of Small Samples Based on Kriging Model[J];机械科学与技术;2015-11
2 WU Xing;LIANG Yongjiang;Department of Mechanical and Electrical Engineering,Liuzhou Vocational & Technical College;;The Reliability Design of One-way Walk Wire Vertical Rotating WEDM[J];柳州师专学报;2015-05
3 YUAN Yuan;QIN Bo;QIN Yan;WANG Chunnuan;WU Qingchao;ZHANG Wenxing;Baotou Vocational Technology College;School of Mechanical Engineering,Inner Mongolia University of Science and Technology;Department of Information,Control Science and Engineering,Zhejiang University;;Study in Thermal Error Prediction of NC Machine Tool Based on Improved Particle Swarm Algorithm Optimized Back Propagation[J];机床与液压;2015-13
4 XIANG Yang-hui;ZHANG Gan-qing;PANG You-xia;Department of Mechanical and Electrical Engineering,Changsha Institute;;Multi-information fusion fault diagnosis using SVM & improved evidence theory[J];振动与冲击;2015-13
5 LUO Fan-jie;SONG Dan-lu;Southwest University of Science and Technology,School of Manufacturing Science and Engineering;;Optimization of the Temperature Measuring Points Based on Linear Stepwise Regression[J];组合机床与自动化加工技术;2015-03
6 WENG Sheng-long;SHAN Wai-ping;HE Guo-lin;School of Mechanical &Automotive Engineering, South China University of Technology;;Bearing fault diagnosis based on FA-BP neural network[J];电子设计工程;2014-24
7 LI Weihua;WENG Shenglong;ZHANG Shaohui;Academy of Mechanical & Automotive, South China University of Technology;;A Firefly Neural Network and Its Application in Bearing Fault Diagnosis[J];机械工程学报;2015-07
8 SHI Junpeng;HU Guoping;WANG Xin;Air and Missile Defense College,Air Force Engineering University;;Evaluation method for radar anti-stealth performance based on evidence fusion[J];北京航空航天大学学报;2015-06
9 CHEN Shaowei;WU Minhua;ZHAO Shuai;School of Electronical and Information, Northwestern Polytechnical University;;Analog circuit fault diagnosis based on PCA and ELM[J];计算机工程与应用;2015-11
10 CHENG Jiatang;AI Li;DUAN Zhimei;XIONG Yan;The Engineering College of Honghe University;;Fault diagnosis based on improved D-S evidential theory for hydroelectric generator units[J];水力发电学报;2014-05
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Shi Hong1 Cai Guangqi2 Li Jingkui11.Shenyang Institute of Aeronautical Engineering,Shenyang,1101362.Northeast University,Shenyang,110004;Analysis and Control of Nonlinear Errors for 5-axis Machining of a Hybrid Machine Tool[J];中国机械工程;2008-06
2 Cong Ming1 Fang Bo1 Zhou Ziliang21.Key Laboratory for Precision and Non-traditional Machining Technology of Ministry of Education,Dalian University of Technology,Dalian,Liaoning,1160232.Dalian Machine Tool Group Corp.,Dalian,Liaoning,116620;Finite Element Analysis and Optimization Design of the Carriage of Turn Broach NC Machine Tool[J];中国机械工程;2008-02
3 XI Lifeng~1 HUANG Runqing~1 LI Xinglin~2 LIU C Richard~3 LEE Jay~4 1.School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200030; 2.Hangzhou Bearing Test & Research Center,Hangzhou 310022; 3.School of Industrial Engineering,Purdue University,West Lafayette 47907,USA; 4.School of Engineering,University of Cincinnati,Cincinnati 45221,USA;RESIDUAL LIFE PREDICTIONS FOR BALL BEARING BASED ON NEURAL NETWORKS[J];机械工程学报;2007-10
4 TANG Zhi,YAN Kai-ying,TIAN Huai-wen(Southwest Jiaotong University,Chengdu 610031,China);Real-time predictive compensation for thermal error of NC machine tool based on dynamic feedback neural network model[J];机械设计与制造;2007-08
5 LUO Lihui,GUO Jiangang,SU Jilong(College of Mechanics & Electrics Engineering,Fujian Agriculture & Forestry University,Fuzhou 350002,China);Study on Actuality of the Method of Temperature Measurement Point Optimization and Compensating Model for the Thermal Error on Machine Tools[J];机床与液压;2006-09
6 Wang Cheng Chen Guangju Xie Yongle(CAT Lab,School of Automation Engineering of UESTC,Chengdu,610054 China);Fault Diagnosis in Analog Circuits Based on Principal Component Analysis and Neural Networks[J];电子测量与仪器学报;2005-05
7 ZHAO He-ming, XU Jian-jun, ZHOU Chun-gui(Dept. of Mechatronic Engineering, North University of China, Taiyuan 030051, China);Reliability Prediction of Fuze Storage Based on BP Neural Network[J];测试技术学报;2005-01
8 Guo Huiyong Zhang Ling (School of Architecture Engineering and Mechanics, Xi'anJiaotong University,Xi'an 710049);IDENTIFICATION OF STRUCTURAL MULTIPLE DAMAGED LOCATIONS BASED ON GENETIC ALGORITHMS AND DEMPSTER-SHAFER FUSION THEORY[J];机械工程学报;2004-09
9 Yang Jianguo Deng Weiguo Ren Yongqiang Li Yuansheng Dou Xiaolong Shanghai Jiaotong University, Shanghai, 200030;Grouping Optimization Modeling by Selection of Temperature Variables for the Thermal Error Compensation on Machine Tools[J];中国机械工程;2004-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved