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《Aviation Precision Manufacturing Technology》 2004-05
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Application of Compensation Fuzzy Neural Networks in Forecasting Model of Thermal Error in Machine Tools

YU Jin(Shenyang Institute of Aeronautical Technology, Shenyang 110034)  
A forecasting model based on compensation fuzzy neural networks for thermal error in NC machine tool is proposed. The structural model, fuzzy rule, training algorithm and some technological problems are discussed. The result of intelligent forecasting and accuracy evaluation are given.
【CateGory Index】: TG659
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Chinese Journal Full-text Database 2 Hits
1 LI Yong-xiang,YANG Jian-guo,GUO Qian-jian,WANG Xiu-shan,SHEN Jin-hua(School of Mechanical Eng.,Shanghai Jiaotong Univ.,Shanghai 200240,China);The Application of Hybrid Prediction Model to Thermal Error Modeling on NC Machine Tools[J];Journal of Shanghai Jiaotong University;2006-12
2 LI Yong-xiang,YANG Jian-guo,LI Yu-yao,WU Da-zhong(School of Mechanical Engineering,Shanghai Jiao Tong University,Shanghai 20003,China);Application of Grey System Model to Thermal Error Modeling on Machine Tools[J];Journal of Wuhan University of Technology;2007-01
Chinese Journal Full-text Database 10 Hits
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4 CHANG Hong 1,XIA Xin-tao 1,WANG Zhong-yu 2,WANG Jing-xia 3 (1.Henan University of Science and Technology,Luoyang 471039,China; 2.Beijing University of Aeronautics and Astronautics,Beijing 100083,China; 3.Luoyang Bearing Group Ltd.,Luoyang 471039,China);Grey Theory of Evaluation for Vibration of Rolling Bearings[J];Bearing;2004-08
5 WANG Hui (Department of Computer Science,Northeast Normal University,Changchun 130024,China);The Bayesian network of being used forecasting[J];Journal of Northeast Normal University (Natural Science Edition);2002-01
6 ZHOU Yanjun1,WANG Shuangcheng2,WANG Hui1, (1.Department of Computer Science,Northeast Normal University,Changchun 130024,China; 2.Institute of Computer Science and Technology,Jilin University,Changchun 130025,China);Research for the classifiers based on Bayesian networks[J];Journal of Northeast Normal University (Natural Science Edition);2003-02
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8 XIANG Wen-jun, YU Zhong-hua , YIN Jian-jun(Institute of Modern Manufacturing Engineering, Zhejiang University, Hangzhou 310027, China);The Study on Thermal State Error Compensation for a High-precision Displacement Measurement System[J];Electrical Measurement & Instrumentation;2005-03
9 QUFu-zheng~(*1),FEIYe~(1,2),WANGXin~1( 1.School of Mech. Eng., Dalian Univ. of Technol., Dalian 116024, China;2.School of Traffic and Mech. Eng., Shenyang Archit. Univ., Shenyang 110168, China );Multi-attribute grey fuzzy optimal selection model of complex mechanism design scheme and its application[J];Journal of Dalian University of Technology;2005-02
10 Pan Yalin, (Anhui Institute of Architecture, Hefei, 230022) Zheng Shuxang (Hefei Research Institute of Cryogenics and Electronics, 230043);Improvement for the Precision of Instruments by a Grey System Model Based on Gray System Model[J];Cryogenics and Superconductivity;2002-01
【Secondary References】
Chinese Journal Full-text Database 4 Hits
1 Yan Jiayu Fan Jiazhen Yang Jianguo(School of Mechanical Engineering,Shanghai Jiao Tong University,Shanghai 200240);Modeling of Machine Tool Thermal Error Using Modified Grey DGM(2,1) Model[J];Journal of Wuhan University of Technology(Transportation Science & Engineering);2009-05
2 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
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