Robust Parameter Estimation in Dynamic Systems

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Publisher :
ISBN 13 :
Total Pages : 27 pages
Book Rating : 4.:/5 (54 download)

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Book Synopsis Robust Parameter Estimation in Dynamic Systems by : Ekaterina A. Kostina

Download or read book Robust Parameter Estimation in Dynamic Systems written by Ekaterina A. Kostina and published by . This book was released on 2001 with total page 27 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Identification of Continuous-Time Systems

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Publisher : CRC Press
ISBN 13 : 1000732908
Total Pages : 94 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Identification of Continuous-Time Systems by : Allamaraju Subrahmanyam

Download or read book Identification of Continuous-Time Systems written by Allamaraju Subrahmanyam and published by CRC Press. This book was released on 2019-12-06 with total page 94 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Modelling and Parameter Estimation of Dynamic Systems

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Publisher : IET
ISBN 13 : 0863413633
Total Pages : 405 pages
Book Rating : 4.8/5 (634 download)

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Book Synopsis Modelling and Parameter Estimation of Dynamic Systems by : J.R. Raol

Download or read book Modelling and Parameter Estimation of Dynamic Systems written by J.R. Raol and published by IET. This book was released on 2004-08-13 with total page 405 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a detailed examination of the estimation techniques and modeling problems. The theory is furnished with several illustrations and computer programs to promote better understanding of system modeling and parameter estimation.

Robust Adaptive Control

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Publisher : Courier Corporation
ISBN 13 : 0486320723
Total Pages : 850 pages
Book Rating : 4.4/5 (863 download)

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Book Synopsis Robust Adaptive Control by : Petros Ioannou

Download or read book Robust Adaptive Control written by Petros Ioannou and published by Courier Corporation. This book was released on 2013-09-26 with total page 850 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presented in a tutorial style, this comprehensive treatment unifies, simplifies, and explains most of the techniques for designing and analyzing adaptive control systems. Numerous examples clarify procedures and methods. 1995 edition.

PARAMETER ESTIMATION IN DYNAMIC SYSTEMS.

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Publisher :
ISBN 13 :
Total Pages : 423 pages
Book Rating : 4.:/5 (196 download)

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Book Synopsis PARAMETER ESTIMATION IN DYNAMIC SYSTEMS. by : David Burke Bartus

Download or read book PARAMETER ESTIMATION IN DYNAMIC SYSTEMS. written by David Burke Bartus and published by . This book was released on 1987 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: solution of model equations.

Dynamic Systems Models

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Publisher : Springer
ISBN 13 : 3319040367
Total Pages : 219 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Dynamic Systems Models by : Josif A. Boguslavskiy

Download or read book Dynamic Systems Models written by Josif A. Boguslavskiy and published by Springer. This book was released on 2016-03-22 with total page 219 pages. Available in PDF, EPUB and Kindle. Book excerpt: This monograph is an exposition of a novel method for solving inverse problems, a method of parameter estimation for time series data collected from simulations of real experiments. These time series might be generated by measuring the dynamics of aircraft in flight, by the function of a hidden Markov model used in bioinformatics or speech recognition or when analyzing the dynamics of asset pricing provided by the nonlinear models of financial mathematics. Dynamic Systems Models demonstrates the use of algorithms based on polynomial approximation which have weaker requirements than already-popular iterative methods. Specifically, they do not require a first approximation of a root vector and they allow non-differentiable elements in the vector functions being approximated. The text covers all the points necessary for the understanding and use of polynomial approximation from the mathematical fundamentals, through algorithm development to the application of the method in, for instance, aeroplane flight dynamics or biological sequence analysis. The technical material is illustrated by the use of worked examples and methods for training the algorithms are included. Dynamic Systems Models provides researchers in aerospatial engineering, bioinformatics and financial mathematics (as well as computer scientists interested in any of these fields) with a reliable and effective numerical method for nonlinear estimation and solving boundary problems when carrying out control design. It will also be of interest to academic researchers studying inverse problems and their solution.

Control and Dynamic Systems V53: High Performance Systems Techniques and Applications

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Publisher : Elsevier
ISBN 13 : 0323163173
Total Pages : 540 pages
Book Rating : 4.3/5 (231 download)

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Book Synopsis Control and Dynamic Systems V53: High Performance Systems Techniques and Applications by : C.T. Leonides

Download or read book Control and Dynamic Systems V53: High Performance Systems Techniques and Applications written by C.T. Leonides and published by Elsevier. This book was released on 2012-12-02 with total page 540 pages. Available in PDF, EPUB and Kindle. Book excerpt: Control and Dynamic Systems: Advances in Theory and Applications, Volume 53: High Performance Systems Techniques and Applications covers the significant research works on the issues and applications of high performance control systems techniques. This book is divided into 11 chapters and starts with an examination of the contribution of computing power with advances in theory in global optimization. The next chapters present robust solution techniques for combined filtering and parameter estimation in discrete time and the design and analysis of model reference adaptive control techniques for both continuous and discrete time multivariable plants with additive and multiplicative unmodeled dynamics. These topics are followed by discussions of the decentralized adaptive control; robust recursive estimation of states and parameters of bilinear systems; the design of robust control systems under uncertainty cases; and the techniques for state estimation for linear stationary dynamic systems that are subject to unknown time varying plant and output disturbances. Other chapters deal with the sliding control algorithm, the techniques in robust broadband beamforming, and the different categories of robust robotic controllers. The final chapter looks into the problems and issues of performance and versatility of non-linear control and the application of artificial neural networks. This book is of great value to process, control, mechanical, and design engineers.

Parameter Estimation in Dynamic Systems with Application to Power Engineering

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Publisher :
ISBN 13 :
Total Pages : 185 pages
Book Rating : 4.:/5 (185 download)

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Book Synopsis Parameter Estimation in Dynamic Systems with Application to Power Engineering by : Lennart Ekstam

Download or read book Parameter Estimation in Dynamic Systems with Application to Power Engineering written by Lennart Ekstam and published by . This book was released on 1987 with total page 185 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Parameter estimation in nonlinear dynamical systems

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Publisher :
ISBN 13 : 9789074795913
Total Pages : 175 pages
Book Rating : 4.7/5 (959 download)

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Book Synopsis Parameter estimation in nonlinear dynamical systems by : Walter Johannes Henricus Stortelder

Download or read book Parameter estimation in nonlinear dynamical systems written by Walter Johannes Henricus Stortelder and published by . This book was released on 1998 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Robust Adaptive Control

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Publisher : Prentice Hall
ISBN 13 :
Total Pages : 856 pages
Book Rating : 4.3/5 (97 download)

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Book Synopsis Robust Adaptive Control by : Petros A. Ioannou

Download or read book Robust Adaptive Control written by Petros A. Ioannou and published by Prentice Hall. This book was released on 1996 with total page 856 pages. Available in PDF, EPUB and Kindle. Book excerpt: List of acronyms; Introduction; Models for dynamic systems; Stability; On-line parameter estimation; Parameter idenfiers and adaptive observers; Model reference adaptive control; Adaptive pole placement control; Robust adaptive laws; Robust adaptive control systems; Bibliography; Index; License agreement and limited warranty.

Identification of Continuous-Time Systems

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Publisher : Springer Science & Business Media
ISBN 13 : 9401135584
Total Pages : 641 pages
Book Rating : 4.4/5 (11 download)

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Book Synopsis Identification of Continuous-Time Systems by : N.K. Sinha

Download or read book Identification of Continuous-Time Systems written by N.K. Sinha and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 641 pages. Available in PDF, EPUB and Kindle. Book excerpt: In view of the importance of system identification, the International Federation of Automatic Control (IFAC) and the International Federation of Operational Research Societies (IFORS) hold symposia on this topic every three years. Interest in continuous time approaches to system identification has been growing in recent years. This is evident from the fact that the of invited sessions on continuous time systems has increased from one in the 8th number Symposium that was held in Beijing in 1988 to three in the 9th Symposium in Budapest in 1991. It was during the 8th Symposium in August 1988 that the idea of bringing together important results on the topic of Identification of continuous time systems was conceived. Several distinguished colleagues, who were with us in Beijing at that time, encouraged us by promising on the spot to contribute to a comprehensive volume of collective work. Subsequently, we contacted colleagues all over the world, known for their work in this area, with a formal request to contribute to the proposed volume. The response was prompt and overwhelmingly encouraging. We sincerely thank all the authors for their valuable contributions covering various aspects of identification of continuous time systems.

Parameter Estimation

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ISBN 13 : 9780608089928
Total Pages : 398 pages
Book Rating : 4.0/5 (899 download)

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Book Synopsis Parameter Estimation by : Harold W. Sorenson

Download or read book Parameter Estimation written by Harold W. Sorenson and published by . This book was released on 1980 with total page 398 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Model Based Parameter Estimation

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Publisher : Springer Science & Business Media
ISBN 13 : 3642303676
Total Pages : 342 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Model Based Parameter Estimation by : Hans Georg Bock

Download or read book Model Based Parameter Estimation written by Hans Georg Bock and published by Springer Science & Business Media. This book was released on 2013-02-26 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: This judicious selection of articles combines mathematical and numerical methods to apply parameter estimation and optimum experimental design in a range of contexts. These include fields as diverse as biology, medicine, chemistry, environmental physics, image processing and computer vision. The material chosen was presented at a multidisciplinary workshop on parameter estimation held in 2009 in Heidelberg. The contributions show how indispensable efficient methods of applied mathematics and computer-based modeling can be to enhancing the quality of interdisciplinary research. The use of scientific computing to model, simulate, and optimize complex processes has become a standard methodology in many scientific fields, as well as in industry. Demonstrating that the use of state-of-the-art optimization techniques in a number of research areas has much potential for improvement, this book provides advanced numerical methods and the very latest results for the applications under consideration.

Identification of Continuous Systems

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Publisher :
ISBN 13 :
Total Pages : 402 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Identification of Continuous Systems by : Heinz Unbehauen

Download or read book Identification of Continuous Systems written by Heinz Unbehauen and published by . This book was released on 1987 with total page 402 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bringing together important advances in the field of continuous system identification, this book deals with both parametric and nonparametric methods. It pays special attention to the problem of retaining continuous model parameters in the estimation equations, to which all the existing techniques used in estimating discrete models may be applied. It is aimed at both the academic researcher and the control engineer in industry. The techniques covered range from certain simple numerical or graphical methods applicable to some of the frequently encountered model forms, to attractive recursive algorithms for continuous model identification suitable for real time implementation. These include the recent methods based on orthogonal functions such as those of Walsh and Poisson moment functionals. Some techniques based on stable model adaptation principles are also presented and illustrated.

Control and Dynamic Systems V55: Digital and Numeric Techniques and Their Application in Control Systems

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Publisher : Academic Press
ISBN 13 : 0323163165
Total Pages : 537 pages
Book Rating : 4.3/5 (231 download)

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Book Synopsis Control and Dynamic Systems V55: Digital and Numeric Techniques and Their Application in Control Systems by : C.T. Leonides

Download or read book Control and Dynamic Systems V55: Digital and Numeric Techniques and Their Application in Control Systems written by C.T. Leonides and published by Academic Press. This book was released on 2012-12-02 with total page 537 pages. Available in PDF, EPUB and Kindle. Book excerpt: Control and Dynamic Systems: Advances in Theory Applications, Volume 55: Digital and Numeric Techniques and their Applications in Control Systems, Part 1 of 2 covers advances in numerical and computational techniques for the design of modern complex control systems. This book presents a comprehensive treatment of the many issues that are dealt with in modern complex systems. It discusses the efficacy of significant techniques for robust control design; model reduction; adaptive estimation of discrete-time stochastic systems; parameter estimation; and loop transfer recovery. Students, research workers, and practising engineers will find this book invaluable.

Identification and Parameter Estimation of Dynamic Systems

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Publisher :
ISBN 13 :
Total Pages : 238 pages
Book Rating : 4.:/5 (11 download)

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Book Synopsis Identification and Parameter Estimation of Dynamic Systems by : Yi Zhou

Download or read book Identification and Parameter Estimation of Dynamic Systems written by Yi Zhou and published by . This book was released on 1988 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Parameter Estimation for Nonlinear Dynamic Systems with Significant Uncertainties

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Publisher :
ISBN 13 :
Total Pages : 180 pages
Book Rating : 4.:/5 (115 download)

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Book Synopsis Parameter Estimation for Nonlinear Dynamic Systems with Significant Uncertainties by : Wei Dai

Download or read book Parameter Estimation for Nonlinear Dynamic Systems with Significant Uncertainties written by Wei Dai and published by . This book was released on 2014 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: