Bayesian Real Time System Identification

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Bayesian Real-Time System Identification

Ke Huang,Ka-Veng Yuen
Bayesian Real Time System Identification Book PDF

Author : Ke Huang,Ka-Veng Yuen
Publisher : Springer Nature
Page : 286 pages
File Size : 55,9 Mb
Release : 2023-03-20
Category : Technology & Engineering
ISBN : 9789819905935

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Bayesian Real-Time System Identification by Ke Huang,Ka-Veng Yuen Pdf

This book introduces some recent developments in Bayesian real-time system identification. It contains two different perspectives on data processing for system identification, namely centralized and distributed. A centralized Bayesian identification framework is presented to address challenging problems of real-time parameter estimation, which covers outlier detection, system, and noise parameters tracking. Besides, real-time Bayesian model class selection is introduced to tackle model misspecification problem. On the other hand, a distributed Bayesian identification framework is presented to handle asynchronous data and multiple outlier corrupted data. This book provides sufficient background to follow Bayesian methods for solving real-time system identification problems in civil and other engineering disciplines. The illustrative examples allow the readers to quickly understand the algorithms and associated applications. This book is intended for graduate students and researchers in civil and mechanical engineering. Practitioners can also find useful reference guide for solving engineering problems.

Trends and Progress in System Identification

Pieter Eykhoff
Trends and Progress in System Identification Book PDF

Author : Pieter Eykhoff
Publisher : Elsevier
Page : 419 pages
File Size : 41,6 Mb
Release : 2014-05-20
Category : Mathematics
ISBN : 9781483148663

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Trends and Progress in System Identification by Pieter Eykhoff Pdf

Trends and Progress in System Identification is a three-part book that focuses on model considerations, identification methods, and experimental conditions involved in system identification. Organized into 10 chapters, this book begins with a discussion of model method in system identification, citing four examples differing on the nature of the models involved, the nature of the fields, and their goals. Subsequent chapters describe the most important aspects of model theory; the ""classical"" methods and time series estimation; application of least squares and related techniques for the estimation of dynamic system parameters; the maximum likelihood and error prediction methods; and the modern development of statistical methods. Non-parametric approaches, identification of nonlinear systems by piecewise approximation, and the minimax identification are then explained. Other chapters explore the Bayesian approach to system identification; choice of input signals; and choice and effect of different feedback configurations in system identification. This book will be useful for control engineers, system scientists, biologists, and members of other disciplines dealing withdynamical relations.

Model Validation and Uncertainty Quantification, Volume 3

Zhu Mao
Model Validation and Uncertainty Quantification Volume 3 Book PDF

Author : Zhu Mao
Publisher : Springer Nature
Page : 426 pages
File Size : 50,8 Mb
Release : 2020-10-27
Category : Technology & Engineering
ISBN : 9783030476380

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Model Validation and Uncertainty Quantification, Volume 3 by Zhu Mao Pdf

Model Validation and Uncertainty Quantification, Volume 3: Proceedings of the 38th IMAC, A Conference and Exposition on Structural Dynamics, 2020, the third volume of nine from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Model Validation and Uncertainty Quantification, including papers on: Uncertainty Quantification in Material Models Uncertainty Propagation in Structural Dynamics Practical Applications of MVUQ Advances in Model Validation & Uncertainty Quantification: Model Updating Model Validation & Uncertainty Quantification: Industrial Applications Controlling Uncertainty Uncertainty in Early Stage Design Modeling of Musical Instruments Overview of Model Validation and Uncertainty

System Identification

R. Isermann
System Identification Book PDF

Author : R. Isermann
Publisher : Elsevier
Page : 93 pages
File Size : 48,6 Mb
Release : 2014-05-23
Category : Technology & Engineering
ISBN : 9781483139456

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System Identification by R. Isermann Pdf

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.

Online Damage Detection in Structural Systems

Saeed Eftekhar Azam
Online Damage Detection in Structural Systems Book PDF

Author : Saeed Eftekhar Azam
Publisher : Springer Science & Business Media
Page : 135 pages
File Size : 52,5 Mb
Release : 2014-01-21
Category : Technology & Engineering
ISBN : 9783319025599

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Online Damage Detection in Structural Systems by Saeed Eftekhar Azam Pdf

This monograph assesses in depth the application of recursive Bayesian filters in structural health monitoring. Although the methods and algorithms used here are well established in the field of automatic control, their application in the realm of civil engineering has to date been limited. The monograph is therefore intended as a reference for structural and civil engineers who wish to conduct research in this field. To this end, the main notions underlying the families of Kalman and particle filters are scrutinized through explanations within the text and numerous numerical examples. The main limitations to their application in monitoring of high-rise buildings are discussed and a remedy based on a synergy of reduced order modeling (based on proper orthogonal decomposition) and Bayesian estimation is proposed. The performance and effectiveness of the proposed algorithm is demonstrated via pseudo-experimental evaluations.

Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures

George Deodatis,Bruce R. Ellingwood,Dan M. Frangopol
Safety Reliability Risk and Life Cycle Performance of Structures and Infrastructures Book PDF

Author : George Deodatis,Bruce R. Ellingwood,Dan M. Frangopol
Publisher : CRC Press
Page : 1112 pages
File Size : 52,8 Mb
Release : 2014-02-10
Category : Technology & Engineering
ISBN : 9781315884882

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Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures by George Deodatis,Bruce R. Ellingwood,Dan M. Frangopol Pdf

Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures contains the plenary lectures and papers presented at the 11th International Conference on STRUCTURAL SAFETY AND RELIABILITY (ICOSSAR2013, New York, NY, USA, 16-20 June 2013), and covers major aspects of safety, reliability, risk and life-cycle performance of str

Model Validation and Uncertainty Quantification, Volume 3

Robert Barthorpe
Model Validation and Uncertainty Quantification Volume 3 Book PDF

Author : Robert Barthorpe
Publisher : Springer
Page : 312 pages
File Size : 49,9 Mb
Release : 2018-07-30
Category : Technology & Engineering
ISBN : 9783319747934

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Model Validation and Uncertainty Quantification, Volume 3 by Robert Barthorpe Pdf

Model Validation and Uncertainty Quantification, Volume 3: Proceedings of the 36th IMAC, A Conference and Exposition on Structural Dynamics, 2018, the third volume of nine from the Conference brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on fundamental and applied aspects of Model Validation and Uncertainty Quantification, including papers on: Uncertainty Quantification in Material Models Uncertainty Propagation in Structural Dynamics Practical Applications of MVUQ Advances in Model Validation & Uncertainty Quantification: Model Updating Model Validation & Uncertainty Quantification: Industrial Applications Controlling Uncertainty Uncertainty in Early Stage Design Modeling of Musical Instruments Overview of Model Validation and Uncertainty

Recent Developments In Structural Health Monitoring And Assessment - Opportunities And Challenges: Bridges, Buildings And Other Infrastructures

Achintya Haldar,Abdullah Abdulamir Abdullah Al-hussein
Recent Developments In Structural Health Monitoring And Assessment Opportunities And Challenges Bridges Buildings And Other Infrastructures Book PDF

Author : Achintya Haldar,Abdullah Abdulamir Abdullah Al-hussein
Publisher : World Scientific
Page : 449 pages
File Size : 49,5 Mb
Release : 2022-01-19
Category : Technology & Engineering
ISBN : 9789811243028

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Recent Developments In Structural Health Monitoring And Assessment - Opportunities And Challenges: Bridges, Buildings And Other Infrastructures by Achintya Haldar,Abdullah Abdulamir Abdullah Al-hussein Pdf

This is a follow up to Health Assessment of Engineered Structures. It incorporates the most recent developments in health assessment and monitoring of infrastructures covering several advanced conceptual frameworks, different types of sensors, and application potentials. Opportunities and challenges in theoretical, numerical, and experimental investigations generally overlooked in the profession are discussed. Also included are various types of Bayesian filtering concepts improving the commonly used techniques.Showcasing a multi-faceted, technology-based development in health assessment of infrastructures, several new approaches for health assessment are presented to assess the health of masonry structures, riveted steel railway bridges, and more, such as the use of:

Mutual Impact of Computing Power and Control Theory

M. Kárny,K. Warwick
Mutual Impact of Computing Power and Control Theory Book PDF

Author : M. Kárny,K. Warwick
Publisher : Springer Science & Business Media
Page : 377 pages
File Size : 54,8 Mb
Release : 2012-12-06
Category : Technology & Engineering
ISBN : 9781461529682

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Mutual Impact of Computing Power and Control Theory by M. Kárny,K. Warwick Pdf

Recent rapid developments in computing power, such as parallel processing and neural networks, have stimulated new trends in control. However a discrepancy exists between available computing power and exploitable algorithms obtained classically from control theory. The aim of this book is to address the discrepancy from both the com putational power and control theory viewpoints. Areas such as identification, adaptive control, signal processing and neural networks therefore hold a prominent position in the text presented. The form of the book is such that it should be useful for readers at various levels, particularly those at the research and/or application stage. The book has resulted from the IFAC Workshop on the Mutual Impact of Computing Power and Control Theory, which was held at the Institute of Information Theory and Automation (UTIA), Prague, in September 1992. Organisation of the event was provided jointly by the Department of Adaptive Systems, UTIA, Prague and the School of Engineering and Information Sciences, University of Reading, UK. Selected papers from the Workshop have been chosen to give a good balance across the field, whilst at the same time highlighting important areas for future research. In this way the book represents edited Proceedings from the Workshop. One point, quickly apparent, is the international nature of the presentations themselves, which provide not only a technical appraisal of the field but also inject cultural aspects which are vitally important on the path ahead.

Algorithms and Parallel VLSI Architectures III

M. Moonen,F. Catthoor
Algorithms and Parallel VLSI Architectures III Book PDF

Author : M. Moonen,F. Catthoor
Publisher : Elsevier
Page : 424 pages
File Size : 49,7 Mb
Release : 1995-03-16
Category : Technology & Engineering
ISBN : 0080526977

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Algorithms and Parallel VLSI Architectures III by M. Moonen,F. Catthoor Pdf

A comprehensive overview of the current evolution of research in algorithms, architectures and compilation for parallel systems is provided by this publication. The contributions focus specifically on domains where embedded systems are required, either oriented to application-specific or to programmable realisations. These are crucial in domains such as audio, telecom, instrumentation, speech, robotics, medical and automotive processing, image and video processing, TV, multimedia, radar and sonar. The book will be of particular interest to the academic community because of the detailed descriptions of research results presented. In addition, many contributions feature the "real-life" applications that are responsible for driving research and the impact of their specific characteristics on the methodologies is assessed. The publication will also be of considerable value to senior design engineers and CAD managers in the industrial arena, who wish either to anticipate the evolution of commercially available design tools or to utilize the presented concepts in their own R&D programmes.

Maintenance, Safety, Risk, Management and Life-Cycle Performance of Bridges

Nigel Powers,Dan M. Frangopol,Riadh Al-Mahaidi,Colin Caprani
Maintenance Safety Risk Management and Life Cycle Performance of Bridges Book PDF

Author : Nigel Powers,Dan M. Frangopol,Riadh Al-Mahaidi,Colin Caprani
Publisher : CRC Press
Page : 5447 pages
File Size : 40,8 Mb
Release : 2018-07-04
Category : Technology & Engineering
ISBN : 9781351745963

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Maintenance, Safety, Risk, Management and Life-Cycle Performance of Bridges by Nigel Powers,Dan M. Frangopol,Riadh Al-Mahaidi,Colin Caprani Pdf

Maintenance, Safety, Risk, Management and Life-Cycle Performance of Bridges contains lectures and papers presented at the Ninth International Conference on Bridge Maintenance, Safety and Management (IABMAS 2018), held in Melbourne, Australia, 9-13 July 2018. This volume consists of a book of extended abstracts and a USB card containing the full papers of 393 contributions presented at IABMAS 2018, including the T.Y. Lin Lecture, 10 Keynote Lectures, and 382 technical papers from 40 countries. The contributions presented at IABMAS 2018 deal with the state of the art as well as emerging concepts and innovative applications related to the main aspects of bridge maintenance, safety, risk, management and life-cycle performance. Major topics include: new design methods, bridge codes, heavy vehicle and load models, bridge management systems, prediction of future traffic models, service life prediction, residual service life, sustainability and life-cycle assessments, maintenance strategies, bridge diagnostics, health monitoring, non-destructive testing, field testing, safety and serviceability, assessment and evaluation, damage identification, deterioration modelling, repair and retrofitting strategies, bridge reliability, fatigue and corrosion, extreme loads, advanced experimental simulations, and advanced computer simulations, among others. This volume provides both an up-to-date overview of the field of bridge engineering and significant contributions to the process of more rational decision-making on bridge maintenance, safety, risk, management and life-cycle performance of bridges for the purpose of enhancing the welfare of society. The Editors hope that these Proceedings will serve as a valuable reference to all concerned with bridge structure and infrastructure systems, including students, researchers and engineers from all areas of bridge engineering.

Robust Monitoring, Diagnostic Methods and Tools for Engineered Systems

Eleni N. Chatzi,Manolis N. Chatzis,Costas Papadimitriou
Robust Monitoring Diagnostic Methods and Tools for Engineered Systems Book PDF

Author : Eleni N. Chatzi,Manolis N. Chatzis,Costas Papadimitriou
Publisher : Frontiers Media SA
Page : 208 pages
File Size : 50,9 Mb
Release : 2020-10-23
Category : Technology & Engineering
ISBN : 9782889660889

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Robust Monitoring, Diagnostic Methods and Tools for Engineered Systems by Eleni N. Chatzi,Manolis N. Chatzis,Costas Papadimitriou Pdf

This eBook is a collection of articles from a Frontiers Research Topic. Frontiers Research Topics are very popular trademarks of the Frontiers Journals Series: they are collections of at least ten articles, all centered on a particular subject. With their unique mix of varied contributions from Original Research to Review Articles, Frontiers Research Topics unify the most influential researchers, the latest key findings and historical advances in a hot research area! Find out more on how to host your own Frontiers Research Topic or contribute to one as an author by contacting the Frontiers Editorial Office: frontiersin.org/about/contact.

Adaptive Systems in Control and Signal Processing 1989

T.S. Durrani,D.H. Owens,M.A. Johnson,M.J. Grimble
Adaptive Systems in Control and Signal Processing 1989 Book PDF

Author : T.S. Durrani,D.H. Owens,M.A. Johnson,M.J. Grimble
Publisher : Elsevier
Page : 629 pages
File Size : 48,7 Mb
Release : 2014-06-28
Category : Technology & Engineering
ISBN : 9781483294247

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Adaptive Systems in Control and Signal Processing 1989 by T.S. Durrani,D.H. Owens,M.A. Johnson,M.J. Grimble Pdf

The Symposium covered three major areas: adaptive control, identification and signal processing. In all three, new developments were discussed covering both theoretical and applications research. Within the subject area of adaptive control the discussion centred around the challenges of robust control design to unmodelled dynamics, robust parameter estimation and enhanced performance from the estimator, while the papers on identification took the theme of it being a bridge between adaptive control and signal processing. The final area looked at two aspects of signal processing: recursive estimation and adaptive filters.

System Identification (SYSID '03)

Paul Van Den Hof,Bo Wahlberg,Siep Weiland
System Identification SYSID 03 Book PDF

Author : Paul Van Den Hof,Bo Wahlberg,Siep Weiland
Publisher : Elsevier
Page : 2080 pages
File Size : 42,6 Mb
Release : 2004-06-29
Category : Science
ISBN : 0080437095

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System Identification (SYSID '03) by Paul Van Den Hof,Bo Wahlberg,Siep Weiland Pdf

The scope of the symposium covers all major aspects of system identification, experimental modelling, signal processing and adaptive control, ranging from theoretical, methodological and scientific developments to a large variety of (engineering) application areas. It is the intention of the organizers to promote SYSID 2003 as a meeting place where scientists and engineers from several research communities can meet to discuss issues related to these areas. Relevant topics for the symposium program include: Identification of linear and multivariable systems, identification of nonlinear systems, including neural networks, identification of hybrid and distributed systems, Identification for control, experimental modelling in process control, vibration and modal analysis, model validation, monitoring and fault detection, signal processing and communication, parameter estimation and inverse modelling, statistical analysis and uncertainty bounding, adaptive control and data-based controller tuning, learning, data mining and Bayesian approaches, sequential Monte Carlo methods, including particle filtering, applications in process control systems, motion control systems, robotics, aerospace systems, bioengineering and medical systems, physical measurement systems, automotive systems, econometrics, transportation and communication systems *Provides the latest research on System Identification *Contains contributions written by experts in the field *Part of the IFAC Proceedings Series which provides a comprehensive overview of the major topics in control engineering.