Identification And System Parameter Estimation
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Identification And System Parameter Estimation
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Author : Ifac Symposium on Identification and System Parameter Estn,Delft Univ of Tech,73
language : en
Publisher:
Release Date : 1973
Identification And System Parameter Estimation written by Ifac Symposium on Identification and System Parameter Estn,Delft Univ of Tech,73 and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1973 with categories.
System Identification Parameter And State Estimation
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Author : P. Eykhoff
language : en
Publisher: Chichester ; New York : Wiley
Release Date : 1974-05-23
System Identification Parameter And State Estimation written by P. Eykhoff and has been published by Chichester ; New York : Wiley this book supported file pdf, txt, epub, kindle and other format this book has been release on 1974-05-23 with Mathematics categories.
Identification And System Parameter Estimation
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Author : IFAC symposium on identification and system parameter estimation (5 : Darmstadt : 1979)
language : en
Publisher:
Release Date : 1979
Identification And System Parameter Estimation written by IFAC symposium on identification and system parameter estimation (5 : Darmstadt : 1979) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1979 with categories.
System Identification
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Author : R. Isermann
language : en
Publisher: Elsevier
Release Date : 2014-05-23
System Identification written by R. Isermann and has been published by Elsevier this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-05-23 with Technology & Engineering categories.
System Identification is a special section of the International Federation of Automatic Control (IFAC)-Journal Automatica that contains tutorial papers regarding the basic methods and procedures utilized for system identification. Topics include modeling and identification; step response and frequency response methods; correlation methods; least squares parameter estimation; and maximum likelihood and prediction error methods. After analyzing the basic ideas concerning the parameter estimation methods, the book elaborates on the asymptotic properties of these methods, and then investigates the application of the methods to particular model structures. The text then discusses the practical aspects of process identification, which includes the usual, general procedures for process identification; selection of input signals and sampling time; offline and on-line identification; comparison of parameter estimation methods; data filtering; model order testing; and model verification. Computer program packages are also discussed. This compilation of tutorial papers aims to introduce the newcomers and non-specialists in this field to some of the basic methods and procedures used for system identification.
Identification Of Continuous Time Systems
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Author : Allamaraju Subrahmanyam
language : en
Publisher: CRC Press
Release Date : 2019-12-06
Identification Of Continuous Time Systems written by Allamaraju Subrahmanyam and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-12-06 with Technology & Engineering categories.
Models of dynamical systems are required for various purposes in the field of systems and control. The models are handled either in discrete time (DT) or in continuous time (CT). Physical systems give rise to models only in CT because they are based on physical laws which are invariably in CT. In system identification, indirect methods provide DT models which are then converted into CT. Methods of directly identifying CT models are preferred to the indirect methods for various reasons. The direct methods involve a primary stage of signal processing, followed by a secondary stage of parameter estimation. In the primary stage, the measured signals are processed by a general linear dynamic operation—computational or realized through prefilters, to preserve the system parameters in their native CT form—and the literature is rich on this aspect. In this book: Identification of Continuous-Time Systems-Linear and Robust Parameter Estimation, Allamaraju Subrahmanyam and Ganti Prasada Rao consider CT system models that are linear in their unknown parameters and propose robust methods of estimation. This book complements the existing literature on the identification of CT systems by enhancing the secondary stage through linear and robust estimation. In this book, the authors provide an overview of CT system identification, consider Markov-parameter models and time-moment models as simple linear-in-parameters models for CT system identification, bring them into mainstream model parameterization via basis functions, present a methodology to robustify the recursive least squares algorithm for parameter estimation of linear regression models, suggest a simple off-line error quantification scheme to show that it is possible to quantify error even in the absence of informative priors, and indicate some directions for further research. This modest volume is intended to be a useful addition to the literature on identifying CT systems.
Identification And System Parameter Estimation Vol 2
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Author : Rolf Isermann
language : en
Publisher:
Release Date : 1980
Identification And System Parameter Estimation Vol 2 written by Rolf Isermann and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1980 with categories.
Identification Of Dynamic Systems
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Author : Rolf Isermann
language : en
Publisher: Springer Science & Business Media
Release Date : 2010-11-22
Identification Of Dynamic Systems written by Rolf Isermann and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-11-22 with Technology & Engineering categories.
Precise dynamic models of processes are required for many applications, ranging from control engineering to the natural sciences and economics. Frequently, such precise models cannot be derived using theoretical considerations alone. Therefore, they must be determined experimentally. This book treats the determination of dynamic models based on measurements taken at the process, which is known as system identification or process identification. Both offline and online methods are presented, i.e. methods that post-process the measured data as well as methods that provide models during the measurement. The book is theory-oriented and application-oriented and most methods covered have been used successfully in practical applications for many different processes. Illustrative examples in this book with real measured data range from hydraulic and electric actuators up to combustion engines. Real experimental data is also provided on the Springer webpage, allowing readers to gather their first experience with the methods presented in this book. Among others, the book covers the following subjects: determination of the non-parametric frequency response, (fast) Fourier transform, correlation analysis, parameter estimation with a focus on the method of Least Squares and modifications, identification of time-variant processes, identification in closed-loop, identification of continuous time processes, and subspace methods. Some methods for nonlinear system identification are also considered, such as the Extended Kalman filter and neural networks. The different methods are compared by using a real three-mass oscillator process, a model of a drive train. For many identification methods, hints for the practical implementation and application are provided. The book is intended to meet the needs of students and practicing engineers working in research and development, design and manufacturing.
Identification And System Parameter Estimation
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Author : International Federation of Automatic Control
language : en
Publisher:
Release Date : 1981
Identification And System Parameter Estimation written by International Federation of Automatic Control and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1981 with categories.
Identification And System Parameter Estimation
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Author :
language : en
Publisher:
Release Date : 1990
Identification And System Parameter Estimation written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990 with categories.
Identification And System Parameter Estimation
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Author : Rolf Isermann
language : en
Publisher:
Release Date : 1980
Identification And System Parameter Estimation written by Rolf Isermann and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1980 with Estimation theory categories.