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《Manufacturing Automation》 2011-08
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Foundation of thermal error model for NC machine tool based on LIBSVM

WU Cheng-wei,HU Peng-hao,MIAO En-ming  
【Fund】: “高档数控机床与基础制造装备”科技重大专项子课题:高速精密数控机床热误差补偿技术研究(2009ZX04014-023-02)
【CateGory Index】: TG659
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【Citations】
Chinese Journal Full-text Database 3 Hits
1 LIN Weiqing1, 2 FU Jianzhong1 CHEN Zichen1 XU Yazhou1 (1. College of Mechanical and Energy Engineering, Zhejiang University, Hangzhou 310027; 2. College of Mechanical and Electrical Engineering, Fujian Agriculture and Forestry University, Fuzhou 350002);Modeling of NC Machine Tool Thermal Error Based on Adaptive Best-fitting WLS-SVM[J];Journal of Mechanical Engineering;2009-03
2 GUO Hui, LIU He-ping, WANG Ling (Information Engineering School, University of Science and Technology Beijing 100083, China);Method for Selecting Parameters of Least Squares Support Vector Machines and Application[J];Journal of System Simulation;2006-07
3 FU Jian-zhong, CHEN Zi-chen(Department of Mechanical Engineering, Zhejiang University, Hangzhou 310027, China);Research on modeling thermal dynamic errors of precision machine based on fuzzy logic and artifical neural network[J];Journal of Zhejiang University(Engineering Science);2004-06
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 Jiao Jun(Anhui Agricultural University,Anhui Hefei 230036);Automatic Guided Vehicle Variable Structure Control Based Least Square-Support Vector Machine[J];Anhui Agricultural Science Bulletin;2008-18
2 TONG Xin-an et al(Department of Mathematics and Physics,Luoyang Institute of Science and Technology,Luoyang,Henan 471023);Evaluating Method of Soil Quality Based on Kernel Principal Component-cluster Analysis[J];Journal of Anhui Agricultural Sciences;2009-10
3 HUANG Xianyuan1,2,ZHAI Guojun2,SUI Lifen1,HUANG Motao2,OUYANG Yongzhong2,CHAI Hongzhou1,21.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;2.Naval Institute of Hydrographic Surveying and Charting,Tianjin 300061,China;The Influence of Optimized Train Samples on Elimination of Sounding Outliers in the LS-SVM Arithmetic[J];Acta Geodaetica et Cartographica Sinica;2011-01
4 LIN Wei-qing1,2,FU Jian-zhong2(1.College of Mechanical and Electrical Engineering,Fujian Agriculture and Forestry University,Fuzhou 350002;2.Department of Mechanical Engineering,ZhejiangUniversity,Hangzhou 310027,China);Research on Optimization of Temperature Sensors in the Modeling of Thermally Induced Error of NC Machine Tool[J];Group Technology & Production Modernization;2007-03
5 WANG Zhen-chao1,GAN Yu-tao1,HOU Hui-ran2,ZHANG Shi-bing1 (1.College of Electronic and Information Engineering,Hebei University,Baoding 071002,China;2.Fibrlink Communication Co.,Ltd.,Beijing 100029,China);SVM Algorithm for L-PLC Channel Characteristics Prediction[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2009-04
6 Wang Fuyuan1,2 Xu Jiawen1 Zhao Jianshe1(1College of Mechanical and Electrical Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China)(2College of Mechanical Engineering,Yancheng Institute of Technology,Yancheng 224051,China);Accuracy analysis and error compensation on electrochemical sweep-forming of integral blisk[J];Journal of Southeast University(Natural Science Edition);2010-05
7 Pan Shuwei;Summary of Research Status on Thermal Error Robust Modeling of NC Lathe[J];Tool Engineering;2007-05
8 SHI Jin-fa1,LI Ji-shun2,JIAO He-jun2,LI Xiao-dong2(1.Zhengzhou Institute of Aeronautical Industry Management,Zhengzhou 450015,China;2.College of Mechano-Electronic Engineering,Henan University of Science and Technology,Luoyang 471003,China);Security detection of networked manufacturing based on optimized support vector machine[J];Journal of Lanzhou University of Technology;2008-06
9 LIN Wei-qing1,2,FU Jian-zhong1,XU Ya-zhou1,CHEN Zi-chen1(1.Department of Mechanical Engineering,Zhejiang University,Hangzhou 310027,China;2.College of Mechanical and Electrical Engineering,Fujian Agriculture and Forestry University,Fuzhou 350002,China);Optimal sensor placement for thermal error identification of NC machine tool based on LS-SVM and genetic algorithm[J];Optics and Precision Engineering;2008-09
10 Sun Guangming~1 Liu Fei~1 Zhang Fan~2 Jin Zonglai~2 He Yong~1 Zhou Weijun~2 Feng Lei~1 1 College of Biosystems Engineering and Food Science,Zhejiang University,Hangzhou,Zhejiang 310029,China 2 College of Agriculture and Biotechnology,Zhejiang University,Hangzhou,Zhejiang 310029,China;Fast Determination of Proline in Herbicide-Stressed Oilseed Rape Leaves Based on Near Infrared Spectroscopy[J];Acta Optica Sinica;2010-04
China Proceedings of conference Full-text Database 2 Hits
1 LIN Weiqing*, XU Yanzhou*, FU Jianzhong*, CHEN Zichen* *Institute of Manufacture Engineering, ZheJiang University, 310027 Hangzhou, China Department of Engineering, Fujian Agriculture and Forestry University, 350002 Fuzhou, China;THERMAL ERROR MODELING AND COMPENSATION OF SPINDLES BASED ON LS-SVM[A];[C];2006
2 Changsheng Xiang Orient Science & Technology College Hunan Agricultural University Changsha,China;Parameters Joint Optimization of Chaotic Time Series Prediction Model[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 7 Hits
1 Yang Qingdong(Beijing Institute of MaChinery industry )Van Den Bergh C; Vanherck P; Kruth J P(Katholieke University of Leuven, Belgium);LEARNING APPROACH TO COMPENSATE MACHINE TOOLS THERMAL DEFORMATION BASED ON NEURAL NETWORK[J];CHINESE JOURNAL OF MECHANICAL ENGINEERING;2000-01
2 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
3 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
4 LI Yong-xiang,TONG Heng-chao,CAO Hong-tao,ZHANG Hong-tao,YANG Jian-guo(School of Mechanical Eng.,Shanghai Jiaotong Univ.,Shanghai 200030,China);Application of Time Series Analysis to Thermal Error Modeling on NC Machine Tools[J];Journal of Sichuan University(Engineering Science Edition);2006-02
5 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
6 FU Jian-zhong, CHEN Zi-chen(Department of Mechanical Engineering, Zhejiang University, Hangzhou 310027, China);Research on modeling thermal dynamic errors of precision machine based on fuzzy logic and artifical neural network[J];Journal of Zhejiang University(Engineering Science);2004-06
7 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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