Data Driven Design Of Fault Diagnosis And Fault Tolerant Control Systems

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Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems

Steven X. Ding
Data driven Design of Fault Diagnosis and Fault tolerant Control Systems Book PDF

Author : Steven X. Ding
Publisher : Springer Science & Business Media
Page : 300 pages
File Size : 48,7 Mb
Release : 2014-04-12
Category : Technology & Engineering
ISBN : 9781447164104

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Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems by Steven X. Ding Pdf

Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems presents basic statistical process monitoring, fault diagnosis, and control methods and introduces advanced data-driven schemes for the design of fault diagnosis and fault-tolerant control systems catering to the needs of dynamic industrial processes. With ever increasing demands for reliability, availability and safety in technical processes and assets, process monitoring and fault-tolerance have become important issues surrounding the design of automatic control systems. This text shows the reader how, thanks to the rapid development of information technology, key techniques of data-driven and statistical process monitoring and control can now become widely used in industrial practice to address these issues. To allow for self-contained study and facilitate implementation in real applications, important mathematical and control theoretical knowledge and tools are included in this book. Major schemes are presented in algorithm form and demonstrated on industrial case systems. Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems will be of interest to process and control engineers, engineering students and researchers with a control engineering background.

Diagnosis and Fault-tolerant Control 1

Vicenc Puig,Silvio Simani
Diagnosis and Fault tolerant Control 1 Book PDF

Author : Vicenc Puig,Silvio Simani
Publisher : John Wiley & Sons
Page : 290 pages
File Size : 45,5 Mb
Release : 2021-12-29
Category : Computers
ISBN : 9781789450583

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Diagnosis and Fault-tolerant Control 1 by Vicenc Puig,Silvio Simani Pdf

This book presents recent advances in fault diagnosis strategies for complex dynamic systems. Its impetus derives from the need for an overview of the challenges of the fault diagnosis technique, especially for those demanding systems that require reliability, availability, maintainability and safety to ensure efficient operations. Moreover, the need for a high degree of tolerance with respect to possible faults represents a further key point, primarily for complex systems, as modeling and control are inherently challenging, and maintenance is both expensive and safety-critical. Diagnosis and Fault-tolerant Control 1 also presents and compares different diagnosis schemes using established case studies that are widely used in related literature. The main features of this book regard the analysis, design and implementation of proper solutions for the problems of fault diagnosis in safety critical systems. The design of the considered solutions involves robust data-driven, model-based approaches.

Data-Driven Design of Fault Diagnosis Systems

Adel Haghani Abandan Sari
Data Driven Design of Fault Diagnosis Systems Book PDF

Author : Adel Haghani Abandan Sari
Publisher : Springer Science & Business
Page : 136 pages
File Size : 44,5 Mb
Release : 2014-04-22
Category : Technology & Engineering
ISBN : 9783658058074

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Data-Driven Design of Fault Diagnosis Systems by Adel Haghani Abandan Sari Pdf

In many industrial applications early detection and diagnosis of abnormal behavior of the plant is of great importance. During the last decades, the complexity of process plants has been drastically increased, which imposes great challenges in development of model-based monitoring approaches and it sometimes becomes unrealistic for modern large-scale processes. The main objective of Adel Haghani Abandan Sari is to study efficient fault diagnosis techniques for complex industrial systems using process historical data and considering the nonlinear behavior of the process. To this end, different methods are presented to solve the fault diagnosis problem based on the overall behavior of the process and its dynamics. Moreover, a novel technique is proposed for fault isolation and determination of the root-cause of the faults in the system, based on the fault impacts on the process measurements.

Advanced methods for fault diagnosis and fault-tolerant control

Steven X. Ding
Advanced methods for fault diagnosis and fault tolerant control Book PDF

Author : Steven X. Ding
Publisher : Springer Nature
Page : 664 pages
File Size : 50,8 Mb
Release : 2020-11-24
Category : Technology & Engineering
ISBN : 9783662620045

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Advanced methods for fault diagnosis and fault-tolerant control by Steven X. Ding Pdf

The major objective of this book is to introduce advanced design and (online) optimization methods for fault diagnosis and fault-tolerant control from different aspects. Under the aspect of system types, fault diagnosis and fault-tolerant issues are dealt with for linear time-invariant and time-varying systems as well as for nonlinear and distributed (including networked) systems. From the methodological point of view, both model-based and data-driven schemes are investigated.To allow for a self-contained study and enable an easy implementation in real applications, the necessary knowledge as well as tools in mathematics and control theory are included in this book. The main results with the fault diagnosis and fault-tolerant schemes are presented in form of algorithms and demonstrated by means of benchmark case studies. The intended audience of this book are process and control engineers, engineering students and researchers with control engineering background.

Advanced methods for fault diagnosis and fault-tolerant control

Steven X. Ding
Advanced methods for fault diagnosis and fault tolerant control Book PDF

Author : Steven X. Ding
Publisher : Springer
Page : 658 pages
File Size : 42,8 Mb
Release : 2020-11-24
Category : Technology & Engineering
ISBN : 3662620030

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Advanced methods for fault diagnosis and fault-tolerant control by Steven X. Ding Pdf

The major objective of this book is to introduce advanced design and (online) optimization methods for fault diagnosis and fault-tolerant control from different aspects. Under the aspect of system types, fault diagnosis and fault-tolerant issues are dealt with for linear time-invariant and time-varying systems as well as for nonlinear and distributed (including networked) systems. From the methodological point of view, both model-based and data-driven schemes are investigated.To allow for a self-contained study and enable an easy implementation in real applications, the necessary knowledge as well as tools in mathematics and control theory are included in this book. The main results with the fault diagnosis and fault-tolerant schemes are presented in form of algorithms and demonstrated by means of benchmark case studies. The intended audience of this book are process and control engineers, engineering students and researchers with control engineering background.

Diagnosis and Fault-Tolerant Control

Mogens Blanke,Michel Kinnaert,Jan Lunze,Marcel Staroswiecki
Diagnosis and Fault Tolerant Control Book PDF

Author : Mogens Blanke,Michel Kinnaert,Jan Lunze,Marcel Staroswiecki
Publisher : Springer Science & Business Media
Page : 583 pages
File Size : 55,5 Mb
Release : 2013-03-14
Category : Science
ISBN : 9783662053447

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Diagnosis and Fault-Tolerant Control by Mogens Blanke,Michel Kinnaert,Jan Lunze,Marcel Staroswiecki Pdf

This book presents model-based analysis and design methods for fault diagnosis and fault-tolerant control. Architectural and structural models are used to analyse the propagation of the fault through the process, test fault detectability and reveal redundancies that can be used to ensure fault tolerance. Case studies demonstrate the methods presented. The second edition includes new material on reconfigurable control, diagnosis of nonlinear systems, and remote diagnosis, plus new examples and updated bibliography.

Fault Diagnosis and Sustainable Control of Wind Turbines

Silvio Simani,Saverio Farsoni
Fault Diagnosis and Sustainable Control of Wind Turbines Book PDF

Author : Silvio Simani,Saverio Farsoni
Publisher : Butterworth-Heinemann
Page : 228 pages
File Size : 55,8 Mb
Release : 2018-01-02
Category : Technology & Engineering
ISBN : 9780128129852

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Fault Diagnosis and Sustainable Control of Wind Turbines by Silvio Simani,Saverio Farsoni Pdf

Fault Diagnosis and Sustainable Control of Wind Turbines: Robust Data-Driven and Model-Based Strategies discusses the development of reliable and robust fault diagnosis and fault-tolerant (‘sustainable’) control schemes by means of data-driven and model-based approaches. These strategies are able to cope with unknown nonlinear systems and noisy measurements. The book also discusses simpler solutions relying on data-driven and model-based methodologies, which are key when on-line implementations are considered for the proposed schemes. The book targets both professional engineers working in industry and researchers in academic and scientific institutions. In order to improve the safety, reliability and efficiency of wind turbine systems, thus avoiding expensive unplanned maintenance, the accommodation of faults in their early occurrence is fundamental. To highlight the potential of the proposed methods in real applications, hardware–in–the–loop test facilities (representing realistic wind turbine systems) are considered to analyze the digital implementation of the designed solutions. The achieved results show that the developed schemes are able to maintain the desired performances, thus validating their reliability and viability in real-time implementations. Different groups of readers—ranging from industrial engineers wishing to gain insight into the applications' potential of new fault diagnosis and sustainable control methods, to the academic control community looking for new problems to tackle—will find much to learn from this work. Provides wind turbine models with varying complexity, as well as the solutions proposed and developed by the authors Addresses in detail the design, development and realistic implementation of fault diagnosis and fault tolerant control strategies for wind turbine systems Addresses the development of sustainable control solutions that, in general, do not require the introduction of further or redundant measurements Proposes active fault tolerant ('sustainable') solutions that are able to maintain the wind turbine working conditions with gracefully degraded performance before required maintenance can occur Presents full coverage of the diagnosis and fault tolerant control problem, starting from the modeling and identification and finishing with diagnosis and fault tolerant control approaches Provides MATLAB and Simulink codes for the solutions proposed

Diagnosis and Fault-tolerant Control Volume 2

Vicenc Puig,Silvio Simani
Diagnosis and Fault tolerant Control Volume 2 Book PDF

Author : Vicenc Puig,Silvio Simani
Publisher : John Wiley & Sons
Page : 290 pages
File Size : 42,7 Mb
Release : 2021-12-29
Category : Computers
ISBN : 9781789450590

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Diagnosis and Fault-tolerant Control Volume 2 by Vicenc Puig,Silvio Simani Pdf

This book presents recent advances in fault diagnosis and fault-tolerant control of dynamic processes. Its impetus derives from the need for an overview of the challenges of the fault diagnosis technique and sustainable control, especially for those demanding systems that require reliability, availability, maintainability, and safety to ensure efficient operations. Moreover, the need for a high degree of tolerance with respect to possible faults represents a further key point, primarily for complex systems, as modeling and control are inherently challenging, and maintenance is both expensive and safety-critical. Diagnosis and Fault-tolerant Control 2 also presents and compares different fault diagnosis and fault-tolerant schemes, using well established, innovative strategies for modeling the behavior of the dynamic process under investigation. An updated treatise of diagnosis and fault-tolerant control is addressed with the use of essential and advanced methods including signal-based, model-based and data-driven techniques. Another key feature is the application of these methods for dealing with robustness and reliability.

Diagnosis and Fault-tolerant Control Volume 2

Vicenc Puig,Silvio Simani
Diagnosis and Fault tolerant Control Volume 2 Book PDF

Author : Vicenc Puig,Silvio Simani
Publisher : John Wiley & Sons
Page : 290 pages
File Size : 53,8 Mb
Release : 2021-11-30
Category : Computers
ISBN : 9781119882343

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Diagnosis and Fault-tolerant Control Volume 2 by Vicenc Puig,Silvio Simani Pdf

This book presents recent advances in fault diagnosis and fault-tolerant control of dynamic processes. Its impetus derives from the need for an overview of the challenges of the fault diagnosis technique and sustainable control, especially for those demanding systems that require reliability, availability, maintainability, and safety to ensure efficient operations. Moreover, the need for a high degree of tolerance with respect to possible faults represents a further key point, primarily for complex systems, as modeling and control are inherently challenging, and maintenance is both expensive and safety-critical. Diagnosis and Fault-tolerant Control 2 also presents and compares different fault diagnosis and fault-tolerant schemes, using well established, innovative strategies for modeling the behavior of the dynamic process under investigation. An updated treatise of diagnosis and fault-tolerant control is addressed with the use of essential and advanced methods including signal-based, model-based and data-driven techniques. Another key feature is the application of these methods for dealing with robustness and reliability.

Fault-tolerant Control Systems

Hassan Noura,Didier Theilliol,Jean-Christophe Ponsart,Abbas Chamseddine
Fault tolerant Control Systems Book PDF

Author : Hassan Noura,Didier Theilliol,Jean-Christophe Ponsart,Abbas Chamseddine
Publisher : Springer Science & Business Media
Page : 233 pages
File Size : 42,5 Mb
Release : 2009-07-30
Category : Technology & Engineering
ISBN : 9781848826533

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Fault-tolerant Control Systems by Hassan Noura,Didier Theilliol,Jean-Christophe Ponsart,Abbas Chamseddine Pdf

The seriesAdvancesinIndustrialControl aims to report and encourage te- nologytransfer in controlengineering. The rapid development of controlte- nology has an impact on all areas of the control discipline. New theory, new controllers, actuators, sensors, new industrial processes, computer methods, new applications, new philosophies. . . , new challenges. Much of this devel- ment work resides in industrial reports, feasibility study papers, and the - ports of advanced collaborative projects. The series o?ers an opportunity for researchers to present an extended exposition of such new work in all aspects of industrial control for wider and rapid dissemination. Control system design and technology continues to develop in many d- ferent directions. One theme that the Advances in Industrial Control series is following is the application of nonlinear control design methods, and the series has some interesting new commissions in progress. However, another theme of interest is how to endow the industrial controller with the ability to overcome faults and process degradation. Fault detection and isolation is a broad ?eld with a research literature spanning several decades. This topic deals with three questions: • How is the presence of a fault detected? • What is the cause of the fault? • Where is it located? However, there has been less focus on the question of how to use the control system to accommodate and overcome the performance deterioration caused by the identi?ed sensor or actuator fault.

Active Fault-Tolerant Control Systems

Tushar Jain,Joseph J. Yamé,Dominique Sauter
Active Fault Tolerant Control Systems Book PDF

Author : Tushar Jain,Joseph J. Yamé,Dominique Sauter
Publisher : Springer
Page : 152 pages
File Size : 52,9 Mb
Release : 2017-10-20
Category : Technology & Engineering
ISBN : 9783319688299

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Active Fault-Tolerant Control Systems by Tushar Jain,Joseph J. Yamé,Dominique Sauter Pdf

The book introduces novel algorithms for designing fault-tolerant control (FTC) systems using the behavioral system theoretic approach, and presents a demonstration of successful novel FTC mechanisms on several benchmark examples. The authors also discuss a new transient management scheme, which is an essential requirement for the implementation of active FTC systems, and two data-driven methodologies that are broadly classified as active FTC systems: the projection-based approach and the online-redesign approach. These algorithms do not require much a priori information about the plant in real-time, and in addition this novel implementation of active FTC systems circumvents various weaknesses induced by using a diagnostic module in real-time. The book provides graduate students taking masters and doctoral courses in mathematics, control, and electrical engineering an excellent stepping-stone for their research. It also appeals to practitioners interested to apply innovative fail-safe control techniques.

Recent Developments in Model-Based and Data-Driven Methods for Advanced Control and Diagnosis

Didier Theilliol,Józef Korbicz,Janusz Kacprzyk
Recent Developments in Model Based and Data Driven Methods for Advanced Control and Diagnosis Book PDF

Author : Didier Theilliol,Józef Korbicz,Janusz Kacprzyk
Publisher : Springer Nature
Page : 352 pages
File Size : 44,6 Mb
Release : 2023-07-15
Category : Technology & Engineering
ISBN : 9783031275401

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Recent Developments in Model-Based and Data-Driven Methods for Advanced Control and Diagnosis by Didier Theilliol,Józef Korbicz,Janusz Kacprzyk Pdf

The book consists of recent works on several axes either with a more theoretical nature or with a focus on applications, which will span a variety of up-to-date topics in the field of systems and control. The main market area of the contributions include: Advanced fault-tolerant control, control reconfiguration, health monitoring techniques for industrial systems, data-driven diagnosis methods, process supervision, diagnosis and control of discrete-event systems, maintenance and repair strategies, statistical methods for fault diagnosis, reliability and safety of industrial systems artificial intelligence methods for control and diagnosis, health-aware control design strategies, advanced control approaches, deep learning-based methods for control and diagnosis, reinforcement learning-based approaches for advanced control, diagnosis and prognosis techniques applied to industrial problems, Industry 4.0 as well as instrumentation and sensors. These works constitute advances in the aforementioned scientific fields and will be used by graduate as well as doctoral students along with established researchers to update themselves with the state of the art and recent advances in their respective fields. As the book includes several applicative studies with several multi-disciplinary contributions (deep learning, reinforcement learning, model-based/data-based control etc.), the book proves to be equally useful for the practitioners as well industrial professionals.

Model-Based Fault Diagnosis Techniques

Steven X. Ding
Model Based Fault Diagnosis Techniques Book PDF

Author : Steven X. Ding
Publisher : Springer Science & Business Media
Page : 504 pages
File Size : 43,5 Mb
Release : 2012-12-20
Category : Technology & Engineering
ISBN : 9781447147992

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Model-Based Fault Diagnosis Techniques by Steven X. Ding Pdf

Guaranteeing a high system performance over a wide operating range is an important issue surrounding the design of automatic control systems with successively increasing complexity. As a key technology in the search for a solution, advanced fault detection and identification (FDI) is receiving considerable attention. This book introduces basic model-based FDI schemes, advanced analysis and design algorithms, and mathematical and control-theoretic tools. This second edition of Model-Based Fault Diagnosis Techniques contains: • new material on fault isolation and identification and alarm management; • extended and revised treatment of systematic threshold determination for systems with both deterministic unknown inputs and stochastic noises; • addition of the continuously-stirred tank heater as a representative process-industrial benchmark; and • enhanced discussion of residual evaluation which now deals with stochastic processes. Model-based Fault Diagnosis Techniques will interest academic researchers working in fault identification and diagnosis and as a text it is suitable for graduate students in a formal university-based course or as a self-study aid for practising engineers working with automatic control or mechatronic systems from backgrounds as diverse as chemical process and power engineering.

Fault-Tolerant Process Control

Prashant Mhaskar,Jinfeng Liu,Panagiotis D. Christofides
Fault Tolerant Process Control Book PDF

Author : Prashant Mhaskar,Jinfeng Liu,Panagiotis D. Christofides
Publisher : Springer Science & Business Media
Page : 279 pages
File Size : 46,5 Mb
Release : 2012-11-27
Category : Technology & Engineering
ISBN : 9781447148081

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Fault-Tolerant Process Control by Prashant Mhaskar,Jinfeng Liu,Panagiotis D. Christofides Pdf

Fault-Tolerant Process Control focuses on the development of general, yet practical, methods for the design of advanced fault-tolerant control systems; these ensure an efficient fault detection and a timely response to enhance fault recovery, prevent faults from propagating or developing into total failures, and reduce the risk of safety hazards. To this end, methods are presented for the design of advanced fault-tolerant control systems for chemical processes which explicitly deal with actuator/controller failures and sensor faults and data losses. Specifically, the book puts forward: · A framework for detection, isolation and diagnosis of actuator and sensor faults for nonlinear systems; · Controller reconfiguration and safe-parking-based fault-handling methodologies; · Integrated-data- and model-based fault-detection and isolation and fault-tolerant control methods; · Methods for handling sensor faults and data losses; and · Methods for monitoring the performance of low-level PID loops. The methodologies proposed employ nonlinear systems analysis, Lyapunov techniques, optimization, statistical methods and hybrid systems theory and are predicated upon the idea of integrating fault-detection, local feedback control, and supervisory control. The applicability and performance of the methods are demonstrated through a number of chemical process examples. Fault-Tolerant Process Control is a valuable resource for academic researchers, industrial practitioners as well as graduate students pursuing research in this area.

Fault Diagnosis and Fault-Tolerant Control Based on Adaptive Control Approach

Qikun Shen,Bin Jiang,Peng Shi
Fault Diagnosis and Fault Tolerant Control Based on Adaptive Control Approach Book PDF

Author : Qikun Shen,Bin Jiang,Peng Shi
Publisher : Springer
Page : 239 pages
File Size : 42,9 Mb
Release : 2017-02-14
Category : Technology & Engineering
ISBN : 9783319525303

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Fault Diagnosis and Fault-Tolerant Control Based on Adaptive Control Approach by Qikun Shen,Bin Jiang,Peng Shi Pdf

This book provides recent theoretical developments in and practical applications of fault diagnosis and fault tolerant control for complex dynamical systems, including uncertain systems, linear and nonlinear systems. Combining adaptive control technique with other control methodologies, it investigates the problems of fault diagnosis and fault tolerant control for uncertain dynamic systems with or without time delay. As such, the book provides readers a solid understanding of fault diagnosis and fault tolerant control based on adaptive control technology. Given its depth and breadth, it is well suited for undergraduate and graduate courses on linear system theory, nonlinear system theory, fault diagnosis and fault tolerant control techniques. Further, it can be used as a reference source for academic research on fault diagnosis and fault tolerant control, and for postgraduates in the field of control theory and engineering.