메뉴 건너뛰기




Volumn 59, Issue 9-12, 2012, Pages 1065-1072

Machine tool thermal error modeling and prediction by grey neural network

Author keywords

Artificial neural network; Error compensation; Grey model; Machine tool; Spindle deformation; Thermal error

Indexed keywords

FIVE-AXIS MACHINING; GREY MODEL; GREY NEURAL NETWORKS; MODELING METHODOLOGY; PREDICTION ACCURACY; THERMAL ERROR; THERMAL ERROR MODELING; WORKING CONDITIONS;

EID: 84866922005     PISSN: 02683768     EISSN: 14333015     Source Type: Journal    
DOI: 10.1007/s00170-011-3564-3     Document Type: Article
Times cited : (116)

References (20)
  • 2
    • 0042319120 scopus 로고    scopus 로고
    • Research on on-line modeling method of thermal error compensation model for CNC machines
    • Ren YQ, Yang JG (2003) Research on on-line modeling method of thermal error compensation model for CNC machines. Chinese Journal of Mechanical Engineering 39(3):81-84
    • (2003) Chinese Journal of Mechanical Engineering , vol.39 , Issue.3 , pp. 81-84
    • Ren, Y.Q.1    Yang, J.G.2
  • 3
    • 77957289104 scopus 로고    scopus 로고
    • Experimental investigation and modeling of thermal and mechanical influences on shape deviations in machining structural parts
    • Denkena B, Schmidt C, Krüger M (2010) Experimental investigation and modeling of thermal and mechanical influences on shape deviations in machining structural parts. International Journal of Machine Tools and Manufacture 50:1015-1021
    • (2010) International Journal of Machine Tools and Manufacture , vol.50 , pp. 1015-1021
    • Denkena, B.1    Schmidt, C.2    Krüger, M.3
  • 4
    • 33646746216 scopus 로고    scopus 로고
    • Application of time series analysis to thermal error modeling on NC machine tools
    • Li YX, Tong HC (2006) Application of time series analysis to thermal error modeling on NC machine tools. Journal of Sichuan University 37(2):74-78
    • (2006) Journal of Sichuan University , vol.37 , Issue.2 , pp. 74-78
    • Li, Y.X.1    Tong, H.C.2
  • 5
    • 0027696462 scopus 로고
    • Real-time compensation for time-variant volumetric errors on a matching center
    • Chen JS, Yuan JX, Ni J, Wu SM (1993) Real-time compensation for time-variant volumetric errors on a matching center. J Eng Ind Trans ASME 115(4):472-479
    • (1993) J Eng Ind Trans ASME , vol.115 , Issue.4 , pp. 472-479
    • Chen, J.S.1    Yuan, J.X.2    Ni, J.3    Wu, S.M.4
  • 7
    • 58849160053 scopus 로고    scopus 로고
    • Application of partial least squares neural network in thermal error modeling for CNC machine tool
    • Shen JH, Yang JG (2009) Application of partial least squares neural network in thermal error modeling for CNC machine tool. Key Engineering Materials 392:30-34
    • (2009) Key Engineering Materials , vol.392 , pp. 30-34
    • Shen, J.H.1    Yang, J.G.2
  • 8
    • 12444282671 scopus 로고    scopus 로고
    • Dynamic neural network modeling for nonlinear, nonstationary machine tool thermally induced error
    • Yang H, Ni J (2005) Dynamic neural network modeling for nonlinear, nonstationary machine tool thermally induced error. International Journal of Machine Tools and Manufacture 45 (4-5):455-465
    • (2005) International Journal of Machine Tools and Manufacture , vol.45 , Issue.4-5 , pp. 455-465
    • Yang, H.1    Ni, J.2
  • 9
    • 0030129593 scopus 로고    scopus 로고
    • The improvement of thermal error modeling and compensation on machine tools by CMAC neural network
    • Yang S, Yuan J, Ni J (1996) The improvement of thermal error modeling and compensation on machine tools by CMAC neural network. International Journal of Machine Tools and Manufacture 36(4):527-537
    • (1996) International Journal of Machine Tools and Manufacture , vol.36 , Issue.4 , pp. 527-537
    • Yang, S.1    Yuan, J.2    Ni, J.3
  • 10
    • 0034291462 scopus 로고    scopus 로고
    • Neural network thermal error compensation of a machining center
    • Mize CD, Ziegert JC (2000) Neural network thermal error compensation of a machining center. Precis Eng 24(4):338-346
    • (2000) Precis Eng , vol.24 , Issue.4 , pp. 338-346
    • Mize, C.D.1    Ziegert, J.C.2
  • 12
    • 0036413229 scopus 로고    scopus 로고
    • Thermal error measurement and real time compensation system for the CNC machine tools incorporating the spindle thermal error and the feed axis thermal error
    • Pahk H, Lee S (2002) Thermal error measurement and real time compensation system for the CNC machine tools incorporating the spindle thermal error and the feed axis thermal error. Int J Adv Manuf Technol 20(7):487-494
    • (2002) Int J Adv Manuf Technol , vol.20 , Issue.7 , pp. 487-494
    • Pahk, H.1    Lee, S.2
  • 13
    • 68849118252 scopus 로고    scopus 로고
    • Application of synthetic grey correlation theory on thermal point optimization for machine tool thermal error compensation
    • Yan J, Yang J (2009) Application of synthetic grey correlation theory on thermal point optimization for machine tool thermal error compensation. Int J Adv Manuf Technol 43(11):1124-1132
    • (2009) Int J Adv Manuf Technol , vol.43 , Issue.11 , pp. 1124-1132
    • Yan, J.1    Yang, J.2
  • 14
    • 37149029980 scopus 로고    scopus 로고
    • Optimization of measuring points for machine tool thermal error based on grey system theory
    • Li YX, Yang JG, Gelvis T, Li YY (2008) Optimization of measuring points for machine tool thermal error based on grey system theory. Int J Adv Manuf Technol 35(7):745-750
    • (2008) Int J Adv Manuf Technol , vol.35 , Issue.7 , pp. 745-750
    • Li, Y.X.1    Yang, J.G.2    Gelvis, T.3    Li, Y.Y.4
  • 15
    • 34548082089 scopus 로고    scopus 로고
    • Thermal error modeling of a machining center using grey system theory and adaptive networkbased fuzzy inference system
    • Wang KC, Tseng PC, Lin KM (2006) Thermal error modeling of a machining center using grey system theory and adaptive networkbased fuzzy inference system. JSME International Journal Series C 49(4):1179-1187
    • (2006) JSME International Journal Series C , vol.49 , Issue.4 , pp. 1179-1187
    • Wang, K.C.1    Tseng, P.C.2    Lin, K.M.3
  • 16
    • 0038399870 scopus 로고    scopus 로고
    • Dynamic modeling for machine tool thermal error compensation
    • Yang H, Ni J (2003) Dynamic modeling for machine tool thermal error compensation. J Manuf Sci Eng 125(2):245-254
    • (2003) J Manuf Sci Eng , vol.125 , Issue.2 , pp. 245-254
    • Yang, H.1    Ni, J.2
  • 17
    • 67349189424 scopus 로고    scopus 로고
    • Thermal-error modeling for complex physical systems: The-state-of-arts review
    • Li J, Zhang W, Yang G, Tu S, Chen X (2009) Thermal-error modeling for complex physical systems: The-state-of-arts review. Int J Adv Manuf Technol 42(1):168-179
    • (2009) Int J Adv Manuf Technol , vol.42 , Issue.1 , pp. 168-179
    • Li, J.1    Zhang, W.2    Yang, G.3    Tu, S.4    Chen, X.5
  • 18
    • 0001829246 scopus 로고
    • Introduction to grey system theory
    • Deng JL (1989) Introduction to grey system theory. The Journal of Grey System 1(1):1-24
    • (1989) The Journal of Grey System , vol.1 , Issue.1 , pp. 1-24
    • Deng, J.L.1
  • 20
    • 38049010171 scopus 로고    scopus 로고
    • Study on method of calculating optimal approximate solution about weight coefficients of combined forecasting methods
    • Wang MT (2000) Study on method of calculating optimal approximate solution about weight coefficients of combined forecasting methods. Systems Engineering-Theory and Practice 20(3):104-109
    • (2000) Systems Engineering-Theory and Practice , vol.20 , Issue.3 , pp. 104-109
    • Wang, M.T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.