Hybrid System Identification

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Hybrid System Identification

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Author : Fabien Lauer
language : en
Publisher: Springer
Release Date : 2018-10-04

Hybrid System Identification written by Fabien Lauer and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-10-04 with Technology & Engineering categories.

​Hybrid System Identification helps readers to build mathematical models of dynamical systems switching between different operating modes, from their experimental observations. It provides an overview of the interaction between system identification, machine learning and pattern recognition fields in explaining and analysing hybrid system identification. It emphasises the optimization and computational complexity issues that lie at the core of the problems considered and sets them aside from standard system identification problems. The book presents practical methods that leverage this complexity, as well as a broad view of state-of-the-art machine learning methods. The authors illustrate the key technical points using examples and figures to help the reader understand the material. The book includes an in-depth discussion and computational analysis of hybrid system identification problems, moving from the basic questions of the definition of hybrid systems and system identification to methods of hybrid system identification and the estimation of switched linear/affine and piecewise affine models. The authors also give an overview of the various applications of hybrid systems, discuss the connections to other fields, and describe more advanced material on recursive, state-space and nonlinear hybrid system identification. Hybrid System Identification includes a detailed exposition of major methods, which allows researchers and practitioners to acquaint themselves rapidly with state-of-the-art tools. The book is also a sound basis for graduate and undergraduate students studying this area of control, as the presentation and form of the book provides the background and coverage necessary for a full understanding of hybrid system identification, whether the reader is initially familiar with system identification related to hybrid systems or not.

Improved Parametrization For System Identification And Digital Control

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Author : Lin Guo
language : en
Publisher:
Release Date : 1996

Improved Parametrization For System Identification And Digital Control written by Lin Guo and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with categories.

Computer Simulation 1951 1976

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Author : Per A. Holst
language : en
Publisher:
Release Date : 1979

Computer Simulation 1951 1976 written by Per A. Holst and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1979 with Computers categories.

Identification And System Parameter Estimation

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Author :
language : en
Publisher:
Release Date : 1985

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 1985 with Estimation theory categories.

Identification And System Parameter Estimation 1985

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Author : H. A. Barker
language : en
Publisher:
Release Date : 1985

Identification And System Parameter Estimation 1985 written by H. A. Barker and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985 with Parameter estimation categories.

Flight Vehicle System Identification

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Author : Ravindra V. Jategaonkar
language : en
Publisher: AIAA (American Institute of Aeronautics & Astronautics)
Release Date : 2006

Flight Vehicle System Identification written by Ravindra V. Jategaonkar and has been published by AIAA (American Institute of Aeronautics & Astronautics) this book supported file pdf, txt, epub, kindle and other format this book has been release on 2006 with Science categories.

This valuable volume offers a systematic approach to flight vehicle system identification and exhaustively covers the time domain methodology. It addresses in detail the theoretical and practical aspects of various parameter estimation methods, including those in the stochastic framework and focusing on nonlinear models, cost functions, optimization methods, and residual analysis. A pragmatic and balanced account of pros and cons in each case is provided. The book also presents data gathering and model validation, and covers both large-scale systems and high-fidelity modeling. Real world problems dealing with a variety of flight vehicle applications are addressed and solutions are provided. Examples encompass such problems as estimation of aerodynamics, stability, and control derivatives from flight data, flight path reconstruction, nonlinearities in control surface effectiveness, stall hysteresis, unstable aircraft, and other critical considerations.

Nondestructive Evaluation And Health Monitoring Of Aerospace Materials And Civil Infrastructures

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Author :
language : en
Publisher:
Release Date : 2002

Nondestructive Evaluation And Health Monitoring Of Aerospace Materials And Civil Infrastructures written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Aerospace engineering categories.

Knowledge Based Intelligent Information Engineering Systems And Allied Technologies

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Author : Ernesto Damiani
language : en
Publisher: IOS Press
Release Date : 2002

Knowledge Based Intelligent Information Engineering Systems And Allied Technologies written by Ernesto Damiani and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Artificial intelligence categories.

Annotation The book contains the Proceedings of KES 2002, the Sixth Edition of the Knowledge-Based Intelligent Information & Engineering Systems International Conference. The conference papers presented new research results, focusing on three main areas of interest: Generic Intelligent Techniques: This area includes results on basic disciplines underlying knowledge-based and intelligent systems, such as artificial neural networks, machine learning, knowledge-based systems, case-based reasoning, intelligent agents and soft computing. Applications of Intelligent Systems: The second area presents results on vertical applications of intelligent systems, including condition monitoring, fault diagnosis, industrial control, medical systems, image processing, financial & stock market monitoring and prediction, natural language processing and others. Allied Technologies: This area includes novel contributions on intelligent systems' applications to traditional research fields such as digital and computer communications, signal processing, virtual reality, multi-media, web-based technologies, human-computer interfaces and software engineering."

Applications Of Artificial Neural Networks Ii

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Author :
language : en
Publisher:
Release Date : 1991

Applications Of Artificial Neural Networks Ii written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1991 with Computer networks categories.

Basic And Applied General Systems Research

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Author : Robert Trappl
language : en
Publisher: Taylor & Francis Group
Release Date : 1985

Basic And Applied General Systems Research written by Robert Trappl and has been published by Taylor & Francis Group this book supported file pdf, txt, epub, kindle and other format this book has been release on 1985 with Language Arts & Disciplines categories.