메뉴 건너뛰기




Volumn 8, Issue 4, 2008, Pages 1513-1522

B-spline neural network design using improved differential evolution for identification of an experimental nonlinear process

Author keywords

B spline; Chaotic sequences; Differential evolution; Neural network

Indexed keywords

CHAOTIC SYSTEMS; CHLORINE COMPOUNDS; DIGITAL ARITHMETIC; EVOLUTIONARY ALGORITHMS; GRADIENT METHODS; IMAGE CLASSIFICATION; MOTION CONTROL; NEURAL NETWORKS; POPULATION STATISTICS; PROCESS ENGINEERING; SPLINES; WEIGHT CONTROL;

EID: 50349087092     PISSN: 15684946     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.asoc.2007.10.015     Document Type: Article
Times cited : (14)

References (59)
  • 1
    • 84927705445 scopus 로고    scopus 로고
    • A personal view on the development of system identification
    • Rotterdam, The Netherlands
    • Gevers M. A personal view on the development of system identification. Proceedings of 13th IFAC Symposium on System Identification. Rotterdam, The Netherlands (2003) 773-783
    • (2003) Proceedings of 13th IFAC Symposium on System Identification , pp. 773-783
    • Gevers, M.1
  • 2
    • 0037289921 scopus 로고    scopus 로고
    • Selecting nonlinear model structures for computer control
    • Pearson R.K. Selecting nonlinear model structures for computer control. J. Process Control 13 1 (2003) 1-26
    • (2003) J. Process Control , vol.13 , Issue.1 , pp. 1-26
    • Pearson, R.K.1
  • 3
    • 0026254768 scopus 로고
    • A general regression neural network
    • Specht D.F. A general regression neural network. IEEE Trans. Neural Netw. 1 6 (1991) 568-576
    • (1991) IEEE Trans. Neural Netw. , vol.1 , Issue.6 , pp. 568-576
    • Specht, D.F.1
  • 5
    • 0025464263 scopus 로고
    • Structure identification of nonlinear dynamic systems - a survey on input/output approaches
    • Haber R., and Unbehauen H. Structure identification of nonlinear dynamic systems - a survey on input/output approaches. Automatica 26 4 (1990) 651-677
    • (1990) Automatica , vol.26 , Issue.4 , pp. 651-677
    • Haber, R.1    Unbehauen, H.2
  • 6
    • 34147185770 scopus 로고    scopus 로고
    • Neural network algorithm for parameter identification of dynamical systems involving time delays
    • Yadaiah N., Deekshatulu B.L., Sivakumar L., and Rao V.S.H. Neural network algorithm for parameter identification of dynamical systems involving time delays. Appl. Soft Comput. 7 3 (2007) 1084-1091
    • (2007) Appl. Soft Comput. , vol.7 , Issue.3 , pp. 1084-1091
    • Yadaiah, N.1    Deekshatulu, B.L.2    Sivakumar, L.3    Rao, V.S.H.4
  • 7
    • 33750961042 scopus 로고    scopus 로고
    • On-line system identification of complex systems using Chebyshev neural networks
    • Purwar S., Kar I.N., and Jha A.N. On-line system identification of complex systems using Chebyshev neural networks. Appl. Soft Comput. 7 1 (2007) 364-372
    • (2007) Appl. Soft Comput. , vol.7 , Issue.1 , pp. 364-372
    • Purwar, S.1    Kar, I.N.2    Jha, A.N.3
  • 8
    • 50349087080 scopus 로고    scopus 로고
    • Particle swarm optimization approach for multi-step-ahead prediction using radial basis function neural network
    • Prague, Czech Republic
    • Sierakowski C.A., Guerra F.A., and Coelho L.S. Particle swarm optimization approach for multi-step-ahead prediction using radial basis function neural network. Proceedings of 16th IFAC World Congress. Prague, Czech Republic (2005)
    • (2005) Proceedings of 16th IFAC World Congress
    • Sierakowski, C.A.1    Guerra, F.A.2    Coelho, L.S.3
  • 9
    • 0043026794 scopus 로고    scopus 로고
    • On the construction and training of reformulated radial basis function neural networks
    • Karayiannis N.B., and Randolph-Gips M.M. On the construction and training of reformulated radial basis function neural networks. IEEE Trans. Neural Netw. 14 14 (2003) 835-846
    • (2003) IEEE Trans. Neural Netw. , vol.14 , Issue.14 , pp. 835-846
    • Karayiannis, N.B.1    Randolph-Gips, M.M.2
  • 11
    • 24944457594 scopus 로고    scopus 로고
    • New fuzzy wavelet neural networks for system identification and control
    • Srivastava S., Singh M., Hanmandlu M., and Jha A.N. New fuzzy wavelet neural networks for system identification and control. Appl. Soft Comput. 6 1 (2005) 1-17
    • (2005) Appl. Soft Comput. , vol.6 , Issue.1 , pp. 1-17
    • Srivastava, S.1    Singh, M.2    Hanmandlu, M.3    Jha, A.N.4
  • 12
    • 15944391306 scopus 로고    scopus 로고
    • Nonlinear dynamic system identification and control via constructivism inspired neural network
    • Kiong L.C., Rajeswari M., and Rao M.V.C. Nonlinear dynamic system identification and control via constructivism inspired neural network. Appl. Soft Comput. 3 3 (2003) 237-257
    • (2003) Appl. Soft Comput. , vol.3 , Issue.3 , pp. 237-257
    • Kiong, L.C.1    Rajeswari, M.2    Rao, M.V.C.3
  • 13
    • 0025399567 scopus 로고
    • Identification and control of dynamical systems using neural networks
    • Narendra K., and Parthasarathy K. Identification and control of dynamical systems using neural networks. IEEE Trans. Neural Netw. 1 1 (1990) 4-27
    • (1990) IEEE Trans. Neural Netw. , vol.1 , Issue.1 , pp. 4-27
    • Narendra, K.1    Parthasarathy, K.2
  • 14
    • 0008383408 scopus 로고
    • Learning chaotic dynamics by neural networks
    • Navone H.D., and Ceccatto H.A. Learning chaotic dynamics by neural networks. Chaos Solitons Fractals 6 (1995) 383-387
    • (1995) Chaos Solitons Fractals , vol.6 , pp. 383-387
    • Navone, H.D.1    Ceccatto, H.A.2
  • 15
    • 0033913826 scopus 로고    scopus 로고
    • Identification and prediction of discrete chaotic maps applying a Chebyshev neural network
    • Akritas P., Antoniou I., and Ivanov V.V. Identification and prediction of discrete chaotic maps applying a Chebyshev neural network. Chaos Solitons Fractals 11 1-3 (2000) 337-344
    • (2000) Chaos Solitons Fractals , vol.11 , Issue.1-3 , pp. 337-344
    • Akritas, P.1    Antoniou, I.2    Ivanov, V.V.3
  • 16
    • 0035452860 scopus 로고    scopus 로고
    • Learning of Chua's circuit attractors by locally recurrent neural networks
    • Cannas B., Cincotti S., Marchsi M., and Pilo F. Learning of Chua's circuit attractors by locally recurrent neural networks. Chaos Solitons Fractals 12 11 (2001) 2109-2115
    • (2001) Chaos Solitons Fractals , vol.12 , Issue.11 , pp. 2109-2115
    • Cannas, B.1    Cincotti, S.2    Marchsi, M.3    Pilo, F.4
  • 17
    • 0035452859 scopus 로고    scopus 로고
    • Extraction of nonlinear dynamics from short and noisy time series
    • Budjema G., and Cazelles B. Extraction of nonlinear dynamics from short and noisy time series. Chaos Solitons Fractals 12 11 (2001) 2051-2069
    • (2001) Chaos Solitons Fractals , vol.12 , Issue.11 , pp. 2051-2069
    • Budjema, G.1    Cazelles, B.2
  • 18
    • 0036462774 scopus 로고    scopus 로고
    • An artificial neural network as a model for chaotic behavior of a three-phase fluidized bed
    • Otawara K., Fan L.T., Tsutsumi A., Yano T., Kuramoto K., and Yoshida K. An artificial neural network as a model for chaotic behavior of a three-phase fluidized bed. Chaos Solitons Fractals 13 2 (2002) 353-362
    • (2002) Chaos Solitons Fractals , vol.13 , Issue.2 , pp. 353-362
    • Otawara, K.1    Fan, L.T.2    Tsutsumi, A.3    Yano, T.4    Kuramoto, K.5    Yoshida, K.6
  • 19
    • 6344282813 scopus 로고    scopus 로고
    • Parameter identification of dynamical systems
    • Rao V.S.H., and Yadaiah N. Parameter identification of dynamical systems. Chaos Solitons Fractals 23 4 (2005) 1137-1151
    • (2005) Chaos Solitons Fractals , vol.23 , Issue.4 , pp. 1137-1151
    • Rao, V.S.H.1    Yadaiah, N.2
  • 20
    • 18544368503 scopus 로고    scopus 로고
    • Prediction of SARS epidemic by BP neural networks with online prediction strategy
    • Bai Y., and Jin Z. Prediction of SARS epidemic by BP neural networks with online prediction strategy. Chaos Solitons Fractals 26 2 (2005) 559-569
    • (2005) Chaos Solitons Fractals , vol.26 , Issue.2 , pp. 559-569
    • Bai, Y.1    Jin, Z.2
  • 21
    • 31444443032 scopus 로고    scopus 로고
    • Fuzzy neural very-short-term load forecasting based on chaotic dynamics reconstruction
    • Yang H.Y., Ye H., Wang G., and Hu T. Fuzzy neural very-short-term load forecasting based on chaotic dynamics reconstruction. Chaos Solitons Fractals 29 2 (2006) 462-469
    • (2006) Chaos Solitons Fractals , vol.29 , Issue.2 , pp. 462-469
    • Yang, H.Y.1    Ye, H.2    Wang, G.3    Hu, T.4
  • 27
    • 0003466090 scopus 로고    scopus 로고
    • Designing fuzzy controllers by rapid learning
    • Zhang J., and Knoll A. Designing fuzzy controllers by rapid learning. Fuzzy Sets Syst. 101 2 (1999) 287-301
    • (1999) Fuzzy Sets Syst. , vol.101 , Issue.2 , pp. 287-301
    • Zhang, J.1    Knoll, A.2
  • 28
    • 0035441376 scopus 로고    scopus 로고
    • Nonlinear system modeling via knot-optimizing B-spline networks
    • Yiu K.F.C., Wang S., Teo K.L., and Tsoi A.C. Nonlinear system modeling via knot-optimizing B-spline networks. IEEE Trans. Neural Netw. 12 4 (2001) 1013-1022
    • (2001) IEEE Trans. Neural Netw. , vol.12 , Issue.4 , pp. 1013-1022
    • Yiu, K.F.C.1    Wang, S.2    Teo, K.L.3    Tsoi, A.C.4
  • 29
    • 0031889404 scopus 로고    scopus 로고
    • Complexity reduction in radial basis function (RBF) networks by using radial B-spline functions
    • Saranli A., and Baykal B. Complexity reduction in radial basis function (RBF) networks by using radial B-spline functions. Neurocomputing 18 1 (1998) 183-194
    • (1998) Neurocomputing , vol.18 , Issue.1 , pp. 183-194
    • Saranli, A.1    Baykal, B.2
  • 32
  • 33
    • 50349085465 scopus 로고    scopus 로고
    • T. Bäck, D.B. Fogel, Z. Michalewicz, Handbook of Evolutionary Computation, Institute of Physics Publishing, Bristol, Philadelphia, Oxford University Press, New York, Oxford, 1997.
    • T. Bäck, D.B. Fogel, Z. Michalewicz, Handbook of Evolutionary Computation, Institute of Physics Publishing, Bristol, Philadelphia, Oxford University Press, New York, Oxford, 1997.
  • 35
    • 31444432727 scopus 로고    scopus 로고
    • Directing orbits of chaotic systems by particle swarm optimization
    • Liu B., Wang L., Jin Y.-H., Tang F., and Huang D.-X. Directing orbits of chaotic systems by particle swarm optimization. Chaos Solitons Fractals 29 2 (2006) 454-461
    • (2006) Chaos Solitons Fractals , vol.29 , Issue.2 , pp. 454-461
    • Liu, B.1    Wang, L.2    Jin, Y.-H.3    Tang, F.4    Huang, D.-X.5
  • 36
    • 33645884120 scopus 로고    scopus 로고
    • Parameter identification of Rössler's chaotic system by an evolutionary algorithm
    • Chang W.-D. Parameter identification of Rössler's chaotic system by an evolutionary algorithm. Chaos Solitons Fractals 29 5 (2006) 1047-1053
    • (2006) Chaos Solitons Fractals , vol.29 , Issue.5 , pp. 1047-1053
    • Chang, W.-D.1
  • 37
    • 33646482561 scopus 로고    scopus 로고
    • A novel stability criterion for interval time-delay chaotic systems via the evolutionary programming approach
    • Yan J.-J., and Hung M.-L. A novel stability criterion for interval time-delay chaotic systems via the evolutionary programming approach. Chaos Solitons Fractals 29 5 (2006) 1079-1084
    • (2006) Chaos Solitons Fractals , vol.29 , Issue.5 , pp. 1079-1084
    • Yan, J.-J.1    Hung, M.-L.2
  • 38
  • 39
    • 29144460641 scopus 로고    scopus 로고
    • Parameters identification of chaotic systems via chaotic ant swam
    • Li L., Yang Y., Peng H., and Wang X. Parameters identification of chaotic systems via chaotic ant swam. Chaos Solitons Fractals 28 5 (2006) 1204-1211
    • (2006) Chaos Solitons Fractals , vol.28 , Issue.5 , pp. 1204-1211
    • Li, L.1    Yang, Y.2    Peng, H.3    Wang, X.4
  • 40
    • 33845380385 scopus 로고    scopus 로고
    • Parameter identification of Chen and Lü systems: a differential evolution approach
    • Chang W.-D. Parameter identification of Chen and Lü systems: a differential evolution approach. Chaos Solitons Fractals 32 4 (2007) 1469-1476
    • (2007) Chaos Solitons Fractals , vol.32 , Issue.4 , pp. 1469-1476
    • Chang, W.-D.1
  • 41
    • 50349102235 scopus 로고    scopus 로고
    • R. Storn, K. Price, Differential evolution: a simple and efficient adaptive scheme for global optimization over continuous spaces, Technical Report TR-95-012, International Computer Science Institute, Berkeley, CA, USA, 1995.
    • R. Storn, K. Price, Differential evolution: a simple and efficient adaptive scheme for global optimization over continuous spaces, Technical Report TR-95-012, International Computer Science Institute, Berkeley, CA, USA, 1995.
  • 42
    • 0142000477 scopus 로고    scopus 로고
    • Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces
    • Storn R. Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces. J. Global Optimization 11 4 (1997) 341-359
    • (1997) J. Global Optimization , vol.11 , Issue.4 , pp. 341-359
    • Storn, R.1
  • 43
    • 0000238336 scopus 로고
    • A simplex method for function minimisation
    • Nelder J.A., and Mead R. A simplex method for function minimisation. Comput. J. 7 (1965) 308-313
    • (1965) Comput. J. , vol.7 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 45
    • 0034215381 scopus 로고    scopus 로고
    • Rich variety of bifurcations and chaos in a variant of Murali-Lakshmanan Chua circuit
    • Thamilmaran K., Lakshmanan M., and Murali K. Rich variety of bifurcations and chaos in a variant of Murali-Lakshmanan Chua circuit. Int. J. Bifurcat. Chaos 10 7 (2000) 1781-1785
    • (2000) Int. J. Bifurcat. Chaos , vol.10 , Issue.7 , pp. 1781-1785
    • Thamilmaran, K.1    Lakshmanan, M.2    Murali, K.3
  • 46
    • 33846957733 scopus 로고    scopus 로고
    • Radial basis neural network learning based on particle swarm optimization to multistep prediction of chaotic Lorenz's system
    • Rio de Janeiro, RJ, Brazil
    • Guerra F.A., and Coelho L.S. Radial basis neural network learning based on particle swarm optimization to multistep prediction of chaotic Lorenz's system. Proceedings of 5th International Conference on Hybrid Intelligent Systems. Rio de Janeiro, RJ, Brazil (2005) 521-524
    • (2005) Proceedings of 5th International Conference on Hybrid Intelligent Systems , pp. 521-524
    • Guerra, F.A.1    Coelho, L.S.2
  • 47
    • 0034262484 scopus 로고    scopus 로고
    • Synchronization with message embedded for generalized Lorenz chaotic circuits and its error analysis
    • Lian K.W., and Liu P. Synchronization with message embedded for generalized Lorenz chaotic circuits and its error analysis. IEEE Trans. Circuits Syst. I: Fundam. Theory Appl. 47 9 (2000) 1418-1430
    • (2000) IEEE Trans. Circuits Syst. I: Fundam. Theory Appl. , vol.47 , Issue.9 , pp. 1418-1430
    • Lian, K.W.1    Liu, P.2
  • 49
    • 33646368124 scopus 로고    scopus 로고
    • Combining of chaotic differential evolution and quadratic programming for economic dispatch optimization with valve-point effect
    • Coelho L.S., and Mariani V.C. Combining of chaotic differential evolution and quadratic programming for economic dispatch optimization with valve-point effect. IEEE Trans. Power Syst. 21 2 (2006) 989-996
    • (2006) IEEE Trans. Power Syst. , vol.21 , Issue.2 , pp. 989-996
    • Coelho, L.S.1    Mariani, V.C.2
  • 50
    • 0142103381 scopus 로고    scopus 로고
    • Hybrid algorithm of chaos optimisation and SLP for optimal power flow problems with multimodal characteristic
    • Shengsong L., Min W., and Zhijian H. Hybrid algorithm of chaos optimisation and SLP for optimal power flow problems with multimodal characteristic. IEE Proc. Generat. Transm. Distrib. 150 5 (2003) 543-547
    • (2003) IEE Proc. Generat. Transm. Distrib. , vol.150 , Issue.5 , pp. 543-547
    • Shengsong, L.1    Min, W.2    Zhijian, H.3
  • 51
    • 0032094334 scopus 로고    scopus 로고
    • Optimizing complex functions by chaos search
    • Li B., and Jiang W. Optimizing complex functions by chaos search. Cybernet. Syst. 29 4 (1998) 409-419
    • (1998) Cybernet. Syst. , vol.29 , Issue.4 , pp. 409-419
    • Li, B.1    Jiang, W.2
  • 52
    • 0042968651 scopus 로고    scopus 로고
    • Chaos-genetic algorithm for optimizing the operating conditions based on RBF-PLS model
    • Yan X.F., Chen D.Z., and Hu S.X. Chaos-genetic algorithm for optimizing the operating conditions based on RBF-PLS model. Comput. Chem. Eng. 27 10 (2003) 1393-1404
    • (2003) Comput. Chem. Eng. , vol.27 , Issue.10 , pp. 1393-1404
    • Yan, X.F.1    Chen, D.Z.2    Hu, S.X.3
  • 53
    • 0037359652 scopus 로고    scopus 로고
    • Oscillatory neural networks for robotic yo-yo control
    • Jin H.-L., and Zacksenhouse M. Oscillatory neural networks for robotic yo-yo control. IEEE Trans. Neural Netw. 14 2 (2003) 317-325
    • (2003) IEEE Trans. Neural Netw. , vol.14 , Issue.2 , pp. 317-325
    • Jin, H.-L.1    Zacksenhouse, M.2
  • 56
    • 50349091602 scopus 로고    scopus 로고
    • B.M. Herrera, L.V. Ribas, Artificial intelligence approaches applied to the control of yo-yo motion system, Undergraduate Project Comput. Eng., Pontifical Catholic University of Paraná, Curitiba, Paraná, Brazil, 2003 (in Portuguese).
    • B.M. Herrera, L.V. Ribas, Artificial intelligence approaches applied to the control of yo-yo motion system, Undergraduate Project Comput. Eng., Pontifical Catholic University of Paraná, Curitiba, Paraná, Brazil, 2003 (in Portuguese).
  • 57
    • 33845406718 scopus 로고    scopus 로고
    • Nonlinear identification method of a yo-yo system using fuzzy model and fast particle swarm optimization
    • Abraham A., De Baets B., Köppen M., and Nicolay B. (Eds), Springer, London, UK
    • Herrera B.M., Ribas L.V., and Coelho L.S. Nonlinear identification method of a yo-yo system using fuzzy model and fast particle swarm optimization. In: Abraham A., De Baets B., Köppen M., and Nicolay B. (Eds). Applied Soft Computing Technologies: The Challenge of Complexity (2006), Springer, London, UK 302-316
    • (2006) Applied Soft Computing Technologies: The Challenge of Complexity , pp. 302-316
    • Herrera, B.M.1    Ribas, L.V.2    Coelho, L.S.3
  • 58
    • 47749128022 scopus 로고    scopus 로고
    • Fuzzy identification based on a chaotic particle swarm optimization approach applied to a nonlinear yo-yo motion system
    • Coelho L.S., and Herrera B.M. Fuzzy identification based on a chaotic particle swarm optimization approach applied to a nonlinear yo-yo motion system. IEEE Trans. Ind. Elect. 54 6 (2007) 3234-3245
    • (2007) IEEE Trans. Ind. Elect. , vol.54 , Issue.6 , pp. 3234-3245
    • Coelho, L.S.1    Herrera, B.M.2
  • 59
    • 0031271866 scopus 로고    scopus 로고
    • Fuzzy logic models for ranking process effects
    • Schaible B., Xie H., and Lee Y.C. Fuzzy logic models for ranking process effects. IEEE Trans. Fuzzy Syst. 5 4 (1997) 545-556
    • (1997) IEEE Trans. Fuzzy Syst. , vol.5 , Issue.4 , pp. 545-556
    • Schaible, B.1    Xie, H.2    Lee, Y.C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.