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《Manufacturing Automation》 2011-11
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Application of neural network for thermal error compensation in cnc machine tool

NIE Xue-jun1,2,YANG Yang1  
【Fund】: 北京市教委面上项目:基于智能控制的数控铣床加工过程研究(KM200910011009)
【CateGory Index】: TG659;TP183
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【Citations】
Chinese Journal Full-text Database 5 Hits
1 Zheng Xuegang Zhao Yu Wu Hongtao (Nanjing University of Aeronautics and Astronautics, Mechanical Electronic Engineering, Nanjing 210006, China);Thermal error modeling and detection system module design in machine tools[J];Journal of Electronic Measurement and Instrument;2009-09
2 YAN Jia-yu,YANG Jian-guo(School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China);Immune System Based RBF Neural Network Modeling for Machine Tool Thermal Error[J];Journal of Shanghai Jiaotong University;2009-01
3 GUO Qian-jian~(1,2),YANG Jian-guo~2(1.School of Mechanical Engineering,Shandong University of Technology,Shandong Zibo 255049,China;2.School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200030,China);Thermal Error Modeling on Machine Tools Based on Ant Colony Algorithm[J];Journal of Shanghai Jiaotong University;2009-05
4 ZHANG Hong-tao,YANG Jian-guo(School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China);Application of Online Modeling Method Based on RBF Network in Real-Time Thermal Error Compensation[J];Journal of Shanghai Jiaotong University;2009-05
5 Wu Xiongbiao1 Yao Xinhua2 Fu Jianzhong21.Jinhua College of Profession and Technology,Jinhua,Zhejiang,3210172.ZheJiang University,Hangzhou,310027;Thermal Error Modeling of NC Machine Tools Based on Bayesian Networks[J];China Mechanical Engineering;2009-03
【Co-citations】
Chinese Journal Full-text Database 9 Hits
1 Chen Diyu1,Rui Yannian1,Xu Ming2,Zhu Ning2(1.Soochow University,Suzhou 215021,China;2.Suzhou Electromachining Machine Tool Research Institute Co.,Ltd,Suzhou 215011,China);Based on GA-BP Neural Network of Low-speed WEDM Thermal Error Compensation[J];Electromachining & Mould;2011-02
2 Ma Yingmin Pan Guofeng Wang Yinyu Zhao Yan(Northwest Institute of Nuclear Technology,Xi'an 710024);Semiautomatic numerical reform on universal machine[J];Electronic Measurement Technology;2010-02
3 ZHANG Ting1,LIU Shihao2(1.College of Mechanical Engineering,Nanjing Institute of Technology,Nanjing Jiangsu 211167,China;2.College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing Jiangsu 210016,China);Overview of Thermal Error Compensation Modeling for Numerical Control Machine[J];Machine Tool & Hydraulics;2011-01
4 XIE Ping,DU Yihao,XING Tingting,LIU Bin Institute of Electrical Engineering,Yanshan University,Qinhuangdao,Hebei 066004,China;New error analysis method of mechanical system[J];Computer Engineering and Applications;2011-07
5 Zhao Yu ,Zheng Xuegang,Wu Hongtao ( College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016);Failure Detection of Temperature Sensors and their Recovery[J];Mechanical Science and Technology for Aerospace Engineering;2010-06
6 YANG Hong1 FANG Hui1 LIU Lixin2 ZHANG Dingjin2 YIN Guofu1 XU Dewei2(1.School of Manufacturing Science and Engineering,Sichuan University,Chengdu 610065; 2.Changzheng Machine Tool Group Company Limited,Zigong 643000);Method of Key Thermal Stiffness Identification on a Machine Tool Based on the Thermal Errors Neural Network Prediction Model[J];Journal of Mechanical Engineering;2011-11
7 LI Yimin(Department of Mechanical and Electrical Engineering,Nanjing College of Information Technology,Nanjing Jiangsu 210046,China);Research on Dynamic Grey Optimization Modeling for Thermal Error in Numerical Control Machine[J];Machine Tool & Hydraulics;2011-11
8 LI Minglei,JIA Yuqin,DU Juan,ZHANG Xueliang(College of Mechanical Electronic Engineering,Taiyuan University of Science and Technology,Taiyuan 030024,CHN);Thermal Error Modeling of CNC Machine Based on PSOPPR[J];Manufacturing Technology & Machine Tool;2010-09
9 CHEN Diyu①,RUI Yannian①,XU Ming②,ZHU Ning②(①Soochow University,Suzhou 215021,CHN;②Suzhou Institute of EDM,Suzhou 215021,CHN);Research of CNC Wire Cutting Machine Thermal Deformation Compensation Methods[J];Manufacturing Technology & Machine Tool;2011-02
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Yu-hua, WANG Zheng School of Municipal and Environmental Engineering, Harbin Institute of Technology, Harbin 150090, China;Using and researching of ant algorithm for forecasting daily water demand[J];Journal of Harbin Institute of Technology;2005-01
2 Tao Xiaojie, Wang Zhiseng;Influence of Thermal Deformations of the Hobbing Machine on Machining Accuracy[J];Journal of Mechanical Transmission;2005-03
3 Liu Youwu,Zhang Qing,Zhao Xiaosong, Zhang Zhifei (Tianjin University) Zhang Yongdan (Tianjin Vocational Techniqual Teacher's College);MULTI-BODY SYSTEM-BASED TECHNIQUE FOR COMPENSATING THERMAL ERRORS IN MACHINING CENTERS[J];Chinese Journal of Mechanical Engineering;2002-01
4 Yang Jianguo Ren Yongqiang Zhu WeibinHuang Mingli Pan Zhihong(Shanghai Jiaotong University);RESEARCH ON ON-LINE MODELINGMETHOD OF THERMAL ERROECOMPENSATION MODEL FORCNC MACHINES[J];Chinese Journal of Mechanical Engineering;2003-03
5 DU Zheng chun, YANG Jian guo, DOU Xiao long, LIU Xing (School of Mechanical and Power Eng., Shanghai Jiaotong Univ., Shanghai 200030, China);Thermal Error Modeling of CNC Turning Center Using Radial Basis Function Neural Network[J];Journal of Shanghai Jiaotong University;2003-01
6 YANG Jian-guo, ZHANG Hong-tao, TONG Heng-chao, CAO Hong-tao, REN Yong-qiang(School of Mechanical Eng. , Shanghai Jiaotong Univ., Shanghai 200030);The Application of Real-Time Thermal Error Compensation on NC Machine Tools[J];Journal of Shanghai Jiaotong University;2005-09
7 SHEN Jin-hua,ZHAO Hai-tao,ZHANG Hong-tao,YANG Jian-guo(Dept.of Mechanical Eng.,Shanghai Jiaotong Univ.,Shanghai 200030,China);The Selection and Modeling of Temperature Variables for the Thermal Error Compensation on Machine Tools[J];Journal of Shanghai Jiaotong University;2006-02
8 Zhong Li Yuan Feng(Department of Automatic Testing and Control Harbin Institute of Tech., Harbin 150001, China);Study on the Influence on Temperature Field by Thermal Characteristics of Sensor in High Precision Temperature Measurement[J];Chinese Journal of Scientific Instrument;2004-S2
9 FU Jian-zhong, CHEN Zi-chen (Department of Mechanical Engineering, Zhejiang University, Hangzhou 310027, China);Research on identification of thermal dynamics characteristics parameter of precision machine based on singular value decomposition[J];Journal of Zhejiang University(Engineering Science);2004-04
10 Ni Jun (Automotlve Industry Research Instittite, University of Michigan, USA );A Perspective Review of CNC Machine Accuracy Enhancement Through Real-time Error Compensation[J];CHINA MECHANICAL ENGINEERING;1997-01
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