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

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Release : 2014-04-12
Genre : Technology & Engineering
Kind : eBook
Book Rating : 105/5 ( reviews)

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

Download or read book Data-driven Design of Fault Diagnosis and Fault-tolerant Control Systems written by Steven X. Ding. This book was released on 2014-04-12. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data-Driven Design of Fault Diagnosis Systems

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Release : 2014-04-22
Genre : Technology & Engineering
Kind : eBook
Book Rating : 072/5 ( reviews)

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Book Synopsis Data-Driven Design of Fault Diagnosis Systems by : Adel Haghani Abandan Sari

Download or read book Data-Driven Design of Fault Diagnosis Systems written by Adel Haghani Abandan Sari. This book was released on 2014-04-22. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Data-driven Design of Fault Diagnosis Systems

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Author :
Release : 2012
Genre :
Kind : eBook
Book Rating : 085/5 ( reviews)

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Book Synopsis Data-driven Design of Fault Diagnosis Systems by : Shen Yin

Download or read book Data-driven Design of Fault Diagnosis Systems written by Shen Yin. This book was released on 2012. Available in PDF, EPUB and Kindle. Book excerpt:

Data-Driven Technology for Engineering Systems Health Management

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Release : 2016-07-27
Genre : Technology & Engineering
Kind : eBook
Book Rating : 329/5 ( reviews)

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Book Synopsis Data-Driven Technology for Engineering Systems Health Management by : Gang Niu

Download or read book Data-Driven Technology for Engineering Systems Health Management written by Gang Niu. This book was released on 2016-07-27. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces condition-based maintenance (CBM)/data-driven prognostics and health management (PHM) in detail, first explaining the PHM design approach from a systems engineering perspective, then summarizing and elaborating on the data-driven methodology for feature construction, as well as feature-based fault diagnosis and prognosis. The book includes a wealth of illustrations and tables to help explain the algorithms, as well as practical examples showing how to use this tool to solve situations for which analytic solutions are poorly suited. It equips readers to apply the concepts discussed in order to analyze and solve a variety of problems in PHM system design, feature construction, fault diagnosis and prognosis.

Advanced methods for fault diagnosis and fault-tolerant control

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Release : 2020-11-24
Genre : Technology & Engineering
Kind : eBook
Book Rating : 049/5 ( reviews)

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Book Synopsis Advanced methods for fault diagnosis and fault-tolerant control by : Steven X. Ding

Download or read book Advanced methods for fault diagnosis and fault-tolerant control written by Steven X. Ding. This book was released on 2020-11-24. Available in PDF, EPUB and Kindle. Book excerpt: 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.

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