Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Shanghai Jiaotong University》 2011-11
Add to Favorite Get Latest Update

Grey Neural Network Modeling for Machine Tool Thermal Error

ZHANG Yi,YANG Jian-guo(School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China)  
This paper proposed a new model of prediction on thermal error of machine tools based on grey neural network combining the data processing merits of grey model and artificial neural network,respectively.The new model can be classified into two forms——parallel grey neural network(PGNN) and inlaid grey neural network(IGNN).The former is to predict the thermal error with optimal linear combination of the result from grey model and artificial neural network respectively,while the weight value of this model is subject to the required accuracy of the experiment.The latter is to optimize the topological structure of the neural network by adding a grey layer before the input layer and a white layer after the output layer,so as to reduce the randomness of the original data and enhance the robustness and the fault-tolerant ability.Compared with the traditional grey model and the artificial neural model,the two forms of grey neural network model prove better in terms of prediction accuracy,calculation convenience and robustness.What's more,they require less to the original data.Thus,the new proposed models are recommended to be applied to different working environment to compensate the thermal error of machine tools.
【Fund】: 国家科技重大专项资助项目(2009ZX04014-22)
【CateGory Index】: TG659
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 7 Hits
1 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
2 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
3 YAN Jia-yu,ZHANG Hong-tao,LIU Guo-liang,YANG Jian-guo(School of Mechanical Eng.,Shanghai Jiao Tong Univ.,Shanghai 200240,China);Application of a New Optimizing Method for the Measuring Points of CNC Machine Thermal Error Based on Grey Synthetic Degree of Association[J];Journal of Sichuan University(Engineering Science Edition);2008-02
4 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
5 WANG Xiu-shan~(1,2),YANG Jian-guo~1,YAN Jia-yu~1(1.School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China;2.Mechanical & Electrical Engineering College,He'nan Agricultural University,Zhengzhou 450002,China);Synthesis Error Modeling of the Five-Axis Machine Tools Based on Multi-body System Theory[J];Journal of Shanghai Jiaotong University;2008-05
6 WU Hao,YANG Jian-guo,ZHANG Hong-tao,WANG Xiu-shan(School of Mechanical Engineering,Shanghai Jiaotong University,Shanghai 200240,China);Thermal Error Robust Modeling and Real-Time Compensation on CNC Turning Center[J];Journal of Shanghai Jiaotong University;2008-07
7 WANG Ming\|tao(School of Management, Xi'an Jiaotong University, Xi'an 710049);Study on Method of Calculating Optimal Approximate Solution about Weight Coefficients of Combined Forecasting Methods[J];SYSTEMS ENGINEERING-THEORY & PRACTICE;2000-03
Chinese Journal Full-text Database 10 Hits
1 CHEN Hua-you (Department of Mathematics,Anhui University,Hefei 230039,China; Graduate School of Management Science & Engineering,Nanjing University,N anjing210093,China);Research on calculating approximate optimal solution of com bination forecasting models based on forecasting effective measure[J];Journal of Anhui University(Natural Sciences);2003-03
2 ZHOU Yuxia (Anhui Fishery School,Hefei 230031,China);The Application of Cooperative Games Method[J];Journal of Chongqing Teachers College(Natural Science Edition);2003-02
3 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
4 WANG Jiquan,ZHAO Yulin,MA Li(Engineering College,Northeast Agricultural University,Harbin 150030,China);Research on combination forecasting method and application in electric power load forecasting[J];Journal of Northeast Agricultural University;2008-04
5 Chen Shuyan 1, 2 Wang Wei 1( 1College of Transportation, Southeast University, Nanjing 210096, China)( 2 Optoelectronics Key Laboratory of Jiangsu Province, Nanjing Normal Un iversity, Nanjing 210097, China);Grey neural network forecasting for traffic flow[J];Journal of Southeast University (Natural Science Edition);2004-04
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 HUANG Zong-bin(Yulin Power Supply Bureau,Yulin 537000,China);Combination Forecasting Method and Its Application in Power System Load Forecasting[J];Electric Switchgear;2009-05
8 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
9 HE Jia1,2,TIAN Xue-guang1,2,ZHANG De-long1,TIAN Xing-zhi1(Changchun Institute of Optics,Fine Mechanics and Physics,Chinese Academy of Sciences,Changchun 130033,China;2.Graduate School of the Chinese Academy of Sciences,Beijing 100039,China);Error analysis and error modeling of manipulator based on Huston method[J];Journal of Engineering Design;2010-06
10 LIU Ze-shuang,YAN Fu-qiang(School of Management,Xi'an University of Technology,Xi'an 710054,China);A Combination Forecasting Model of the Employment Demand Based on Genetic Algorithm[J];Systems Engineering;2009-08
China Proceedings of conference Full-text Database 4 Hits
1 WANG Ji-quan MA Li Zhao Yu-lin (Engineering College, Northeast Agricultural University, Harbin 150030, Heilongjiang Province, China);Research on Combination Forecasting Method and Application In Electric Load Forecasting[A];Chinese Society of Agricultural Engineering[C];2006
2 LIU Ping1, ZHANG Kai-fu1, LI Yuan1, LIU Zhen-xing1 The Key Laboratory of Contemporary Design and Integrated Manufacturing Technology, Ministry of Education Northwestern Polytechnical University Xi’an, China;Multi-source Deviation Analysis and Rapid Correction of Locating Points[A];[C];2010
3 Jieqiong Lin Liwei Qiu Dan Jing Mingming Lu Dept.Mechanical and electrical engineering Changchun University Technology Changchun,Jilin Province,China;Modeling and Compensation of CNC Machine Errors Using Weighted LS-SVM[A];[C];2010
4 Li Junfeng 1,2,Yang Aiping 3,Dai1 Wenzhan,Pan Haipeng 1 1.Department of Automatic control,Zhejiang University of Sciences,Hangzhou 310018,P.R.China2.College of Mechanical Engineering,Donghua University,Shanghai 200051,P.R.China3.Foreign Languages School,Zhejiang University of Finance & Economics,Hangzhou 310018,P.R.China;On Multiplex Combination Forecasting Model Based on GA and ANN[A];[C];2007
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 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
2 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
3 YU Jin(Shenyang Institute of Aeronautical Technology, Shenyang 110034);Application of Compensation Fuzzy Neural Networks in Forecasting Model of Thermal Error in Machine Tools[J];Aviation Precision Manufacturing Technology;2004-05
4 Zhang Linna(Zhengzhou University of Technology, Zhengzhou 450002);Research on Machining Error and Forecasting Model[J];ACTA METROLOGICA SINICA;1998-03
5 LI Yong-xiang,TONG Heng-chao,YANG Jiao-guo(School of Mechanical Engineering,Shanghai Jiao Tong University,Shanghai 200030,China);Application of Grey System Theory in Optimizing the Measuring Points of Thermal Erron on Machine Tools[J];Machine Design & Research;2006-03
6 Ying Ji Chen Zichen(Zhejiang University, Hangzhou 310027);Research on Thermal Deformation Control Methods of HeavyType Machine Tools[J];MECHANICAL SCIENCE AND TECHNOLOGY;1998-04
7 HU Qiao~(1) HE ZhengJia~(2) ZI YanYang~(1) LEI YaGuo~(1) LIU JingKe~(1) (1.Department of Mechanical Engineering,Xi′an Jiaotong University,Xi′an 710049,China) (2.State Key Laboratory for Manufacturing System Engineering,Xi′an 710049,China);NEW INTELLIGENT HYBRID PREDICTION MODEL FOR CONDITION TREND OF ELECTROMECHANICAL EQUIPMENT[J];Journal of Mechanical Strength;2005-04
8 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
9 Yang Zhengmin (Hefei University of Technology) Zhang Chengbao (Tongji University);Application of Time Series Analysis in Fault Diagnosis of Auto Gearbox[J];TRANSACTIONS OF THE CHINESE SOCIETY OF AGRICULTURAL MACHINERY;2000-03
10 Qi Sihua(University of Science and Technology of China)Fei Yetai Xu Zhenying(Hefei University of Technology);Study on the Trend Predictive of Dynamic Loss of Manufacturing Accuracy[J];Transactions of The Chinese Society of Agricultural Machinery;2002-06
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved