Local linear model trees for on-line identification of time-variant nonlinear dynamic systems

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 1112 LNCS, Issue , 1996, Pages 115-120

  Nelles, Oliver ^a  

^a DARMSTADT UNIVERSITY OF TECHNOLOGY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

FORESTRY; NEURAL NETWORKS; ALGORITHMS; DYNAMICAL SYSTEMS; NONLINEAR DYNAMICAL SYSTEMS; OPTIMIZATION;

BASIS FUNCTIONS; LOCAL APPROACHES; LOCAL LINEAR MODEL TREE; LOCAL LINEAR MODELS; ON-LINE IDENTIFICATION; OPERATING REGIONS; PARAMETER OPTIMIZATION; RECURSIVE LEAST SQUARES ALGORITHMS;

NONLINEAR DYNAMICAL SYSTEMS; TREES (MATHEMATICS);

EID: 84902179039     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/3-540-61510-5_23     Document Type: Conference Paper

References (9)

1. Nelles O., Isermann R.: "Radial Basis Function Networks for Interpolation of Local Linear Models", submitted to IEEE Conference on Decision and Control, Kobe, Japan, 1996.
2. Narendra K.S., Parthasarathy K.: "Identification and Control of Dynamical Systems Using Neural Networks", IEEE Transactions on Neural Networks, Vol. 1, No. 1, March 1990.
3. Takagi T., Sugeno M.: "Fuzzy Identification of Systems and its Application to Modelling and Control", IEEE Transactions on Systems, Man and Cybernetics Vol. 15, No. 1, 1985.
4. Johansen T.A., Foss B.A.: "Constructing NARMAX Models Using ARMAX Models", International Journal of Control, Vol. 58, No. 5, 1993.
5. Murray-Smith R.: "A Local Model Network Approach to Nonlinear Modelling", Ph.D. Thesis, University of Strathclyde, UK, 1994.
6. Breiman L., Friedman J., Olshen R., Stone C.J.: "Classification and Regression Trees", Wadsworth Belmont, CA, 1984.
7. Friedman J.H.: "Multivariate Adaptive Regression Splines (with discussion)", Annals of Statistics, March, 1991.
8. Nelles O., Isermann R., Sinsel S.: "Local Basis Function Networks for Identification of a Turbocharger", IEE UKACC, Exeter, 1996.
9. Nelles O.: "On the Identification with Neural Networks as Series-Parallel and Parallel Models", International Conference on Artificial Neural Networks, Paris, Oct. 1995.