메뉴 건너뛰기




Volumn 17, Issue 1, 2012, Pages 68-77

Least squares support kernel machines (LS-SKM) for identification

Author keywords

Constrained particle swarm optimisation; CPSO; Least squares support kernel machines; Least squares support vector machines; LS SKM; LS SVM; Non linear system identification

Indexed keywords

CONSTRAINED OPTIMIZATION; LINEAR SYSTEMS; NONLINEAR SYSTEMS; PARTICLE SWARM OPTIMIZATION (PSO); VECTORS;

EID: 84865708475     PISSN: 17466172     EISSN: 17466180     Source Type: Journal    
DOI: 10.1504/IJMIC.2012.048641     Document Type: Article
Times cited : (10)

References (32)
  • 1
    • 0036749163 scopus 로고    scopus 로고
    • Optimal design of power-system stabilizers using particle swarm optimization
    • DOI 10.1109/TEC.2002.801992, PII 1011092002801992
    • Abido, M.A. (2002) 'Optimal design of powersystem stabilizers using particle swarm optimization', IEEE Transactions on Energy Conversion, Vol. 17, No. 3, pp.406-413. (Pubitemid 35151678)
    • (2002) IEEE Transactions on Energy Conversion , vol.17 , Issue.3 , pp. 406-413
    • Abido, M.A.1
  • 2
    • 0032786569 scopus 로고    scopus 로고
    • Improving support vector machine classifiers by modifying kernel functions
    • DOI 10.1016/S0893-6080(99)00032-5, PII S0893608099000325
    • Amari, S. and Wu, S. (1999) 'Improving support vector machine classifiers by modifying kernel functions', Neural Networks, Vol. 12, No. 6, pp.783-789. (Pubitemid 29359218)
    • (1999) Neural Networks , vol.12 , Issue.6 , pp. 783-789
    • Amari, S.1    Wu, S.2
  • 3
    • 27644574126 scopus 로고    scopus 로고
    • A bounded-error approach to piecewise affine system identification
    • DOI 10.1109/TAC.2005.856667
    • Bemporad, A., Garulli, A., Paoletti, S. and Vicino, A. (2005) 'A bounded-error approach to piecewise affine system identification', IEEE Transactions on Automatic Control, Vol. 50, No. 10, pp.1567-1580. (Pubitemid 41555605)
    • (2005) IEEE Transactions on Automatic Control , vol.50 , Issue.10 , pp. 1567-1580
    • Bemporad, A.1    Garulli, A.2    Paoletti, S.3    Vicino, A.4
  • 4
    • 77954337436 scopus 로고    scopus 로고
    • Study on parameters selftuning of speed servo system based on LS-SVM model', International Journal of Modelling
    • Chen, P. and Tang, X. (2010) 'Study on parameters selftuning of speed servo system based on LS-SVM model', International Journal of Modelling, Identification and Control, Vol. 10, Nos. 1/2, pp.12-18.
    • (2010) Identification and Control , vol.10 , Issue.1-2 , pp. 12-18
    • Chen, P.1    Tang, X.2
  • 5
    • 38049072277 scopus 로고    scopus 로고
    • Improving SVM performance using a linear combination of kernels
    • Beliczynski, B. et al. (Eds.), Springer-Verlag, Berlin, Heidelberg
    • Diosan, L., Oltean, M., Rogozan, A. and Pecuchet, J.P. (2007) 'Improving SVM performance using a linear combination of kernels', in Beliczynski, B. et al. (Eds.): ICANNGA 2007, Part II, LNCS, Vol. 4432, pp.218-227, Springer-Verlag, Berlin, Heidelberg.
    • (2007) ICANNGA 2007, Part II, LNCS , vol.4432 , pp. 218-227
    • Diosan, L.1    Oltean, M.2    Rogozan, A.3    Pecuchet, J.P.4
  • 6
    • 79956091607 scopus 로고    scopus 로고
    • Hammerstein model identification using quantum delta-otential-well-based particle swarm optimization', International Journal of Modelling
    • Du, Z. and Wang, X. (2011) 'Hammerstein model identification using quantum delta-otential-well-based particle swarm optimization', International Journal of Modelling, Identification and Control, Vol. 12, No. 4, pp.421-427.
    • (2011) Identification and Control , vol.12 , Issue.4 , pp. 421-427
    • Du, Z.1    Wang, X.2
  • 9
    • 2942539776 scopus 로고    scopus 로고
    • A particle swarm optimization approach for optimum design of PID controller in AVR system
    • Gaing, Z.L. (2004) 'A particle swarm optimization approach for optimum design of PID controller in AVR system', IEEE Transaction on Energy Conversion, Vol. 19, No. 2, pp.384-391.
    • (2004) IEEE Transaction on Energy Conversion , vol.19 , Issue.2 , pp. 384-391
    • Gaing, Z.L.1
  • 10
    • 18444381761 scopus 로고    scopus 로고
    • Identification of MIMO Hammerstein models using least squares support vector machines
    • DOI 10.1016/j.automatica.2005.02.002, PII S0005109805000737
    • Goethals, I., Pelckmans, K., Suykens, J.A.K. and De Moor, B. (2005) 'Identfication of MIMO Hammerstein models using least squares support vector machines', Science Direct, Automatica, Vol. 41, No. 7, pp.1263-1272. (Pubitemid 40644865)
    • (2005) Automatica , vol.41 , Issue.7 , pp. 1263-1272
    • Goethals, I.1    Pelckmans, K.2    Suykens, J.A.K.3    De Moor, B.4
  • 17
    • 0344291226 scopus 로고    scopus 로고
    • Recent approaches to global optimization problems through particle swarm optimization
    • Parsonpoulos, K.E. and Varhatis, M.N. (2002) 'Recent approaches to global optimization problems through particle swarm optimization', Natural Computing, Vol. 1, Nos. 2-3, pp.235-306.
    • (2002) Natural Computing , vol.1 , Issue.2-3 , pp. 235-306
    • Parsonpoulos, K.E.1    Varhatis, M.N.2
  • 20
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifier
    • Suykens, J.A.K. and Vandewalle, J. (1999) 'Least squares support vector machine classifier', Neural Processing Letters, Vol. 9, No. 3, pp.293-300.
    • (1999) Neural Processing Letters , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 21
    • 0036825528 scopus 로고    scopus 로고
    • Weighted least squares support vector machines: Robustness and sparce approximation
    • DOI 10.1016/S0925-2312(01)00644-0, PII S0925231201006440
    • Suykens, J.A.K., De Brabanter, J., Lukas, L. and Vandewalle, J. (2002) 'Weighted least squares support vector machines: robustness and sparse approximation', Neuro Computing, Vol. 48, Nos. 1-4, pp.85-105. (Pubitemid 36221490)
    • (2002) Neurocomputing , vol.48 , pp. 85-105
    • Suykens, J.A.K.1    De Brabanter, J.2    Lukas, L.3    Vandewalle, J.4
  • 22
    • 61349171219 scopus 로고    scopus 로고
    • Fast pruning algorithm for multi-output LS-SVM and its application in chemical pattern classification
    • Tao, S., Chen, D. and Zhao, W. (2009) 'Fast pruning algorithm for multi-output LS-SVM and its application in chemical pattern classification', Chemometrics and Intelligent Laboratory Systems, Vol. 96, No. 1, pp.63-69.
    • (2009) Chemometrics and Intelligent Laboratory Systems , vol.96 , Issue.1 , pp. 63-69
    • Tao, S.1    Chen, D.2    Zhao, W.3
  • 25
    • 77952073113 scopus 로고    scopus 로고
    • A support kernel machine for supervised selective combining of diverse pattern-recognition modalities
    • Springer-Verlag, Berlin, Heidelberg
    • Tatarchuk, A., Urlov, E., Mottl, V. and Windridge, D. (2010) 'A support kernel machine for supervised selective combining of diverse pattern-recognition modalities', MCS 2010, LNCS, Vol. 5997, pp.165-174, Springer-Verlag, Berlin, Heidelberg.
    • (2010) MCS 2010, LNCS , vol.5997 , pp. 165-174
    • Tatarchuk, A.1    Urlov, E.2    Mottl, V.3    Windridge, D.4
  • 26
    • 79957978722 scopus 로고    scopus 로고
    • A data-driven PID control system using particle swarm optimization', International Journal of Modelling
    • Tokuda, M. and Yamamoto, T. (2011) 'A data-driven PID control system using particle swarm optimization', International Journal of Modelling, Identification and Control, Vol. 13, Nos. 1/2, pp.88-96.
    • (2011) Identification and Control , vol.13 , Issue.1-2 , pp. 88-96
    • Tokuda, M.1    Yamamoto, T.2
  • 27
    • 59649109171 scopus 로고    scopus 로고
    • A robust LS-SVM regression', Proceeding of Word Academy of Science
    • Valyon J. and Horvath, G. (2005) 'A robust LS-SVM regression', Proceeding of Word Academy of Science, Engineering and Technology, Vol. 7, pp.148-53.
    • (2005) Engineering and Technology , vol.7 , pp. 148-153
    • Valyon, J.1    Horvath, G.2
  • 28
    • 0037126509 scopus 로고    scopus 로고
    • Identification of composite local linear state-space models using a projected gradient search
    • Verdult, V., Ljung, L. and Verhaegen, M. (2002) 'Identification of composite local linear state-space models using a projected gradient search', International Journal Control, Vol. 75, No. 14, pp.1385-1398.
    • (2002) International Journal Control , vol.75 , Issue.14 , pp. 1385-1398
    • Verdult, V.1    Ljung, L.2    Verhaegen, M.3
  • 29
    • 79960527124 scopus 로고    scopus 로고
    • Predictive controller design for multivariable process system based on support vector machine model', International Journal of Modelling
    • Yan, C. and Li, Z. (2011)'Predictive controller design for multivariable process system based on support vector machine model', International Journal of Modelling, Identification and Control, Vol. 13, No. 3, pp.234-240.
    • (2011) Identification and Control , vol.13 , Issue.3 , pp. 234-240
    • Yan, C.1    Li, Z.2
  • 30
    • 42949090266 scopus 로고    scopus 로고
    • Support vector machine based predictive functional control design for output temperature of coking furnace
    • DOI 10.1016/j.jprocont.2007.10.008, PII S0959152407001485
    • Zhang, R. and Wang, S. (2008) 'Support vector machine based predictive functional control design for output temperature of coking furnace', Journal of Process Control, Vol. 18, No. 5, pp.439-448. (Pubitemid 351608298)
    • (2008) Journal of Process Control , vol.18 , Issue.5 , pp. 439-448
    • Zhang, R.1    Wang, S.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.