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" Modelling and parameter estimation of dynamic systems / "
J.R. Raol, G. Girija and J. Singh.
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BL
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| Record Number
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984942
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b739312
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| Main Entry
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Raol, J. R., (Jitendra R.),1947-
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| Title & Author
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Modelling and parameter estimation of dynamic systems /\ J.R. Raol, G. Girija and J. Singh.
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| Publication Statement
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London :: Institution of Electrical Engineers,, 2004.
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| Series Statement
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IEE control engineering series ;; 65
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| Page. NO
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1 online resource (xiv, 388 pages) :: illustrations
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| ISBN
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1281971537
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: 1849190372
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: 661197153X
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: 9781281971531
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: 9781849190374
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: 9786611971533
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0863413633
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9780863413636
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| Bibliographies/Indexes
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Includes bibliographical references and index.
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| Contents
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Preface; Acknowledgements; 1 Introduction; 2 Least squares methods; 3 Output error method; 4 Filtering methods; 5 Filter error method; 6 Determination of model order and structure; 7 Estimation before modelling approach; 8 Approach based on the concept of model error; 9 Parameter estimation approaches for unstable/augmented systems; 10 Parameter estimation using artificial neural networks and genetic algorithms; 11 Real-time parameter estimation; Bibliography; Appendix A: Properties of signals, matrices, estimators and estimates; Appendix B: Aircraft models for parameter estimation
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| Abstract
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Parameter estimation is the process of using observations from a system to develop mathematical models that adequately represent the system dynamics. The assumed model consists of a finite set of parameters, the values of which are calculated using estimation techniques. Most of the techniques that exist are based on least-square minimization of error between the model response and actual system response. However, with the proliferation of high speed digital computers, elegant and innovative techniques like filter error method, H-infinity and Artificial Neural Networks are finding more and mor.
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| Subject
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Mathematical models.
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Parameter estimation.
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Mathematical models.
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MATHEMATICS-- Probability Statistics-- General.
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Parameter estimation.
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| Dewey Classification
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519.544
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| LC Classification
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QA276.8.R36 2004eb
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TA168.R3455 2004eb
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| Added Entry
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Girija, G., (Gopalrathnam),1954-
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Singh, J.,Ph. D.
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Institution of Electrical Engineers.
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