Recent Developments In Model Based And Data Driven Methods For Advanced Control And Diagnosis

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Recent Developments In Model Based And Data Driven Methods For Advanced Control And Diagnosis
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Author : Didier Theilliol
language : en
Publisher: Springer Nature
Release Date : 2023-07-15
Recent Developments In Model Based And Data Driven Methods For Advanced Control And Diagnosis written by Didier Theilliol and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-15 with Technology & Engineering categories.
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.
Recent Developments In Model Based And Data Driven Methods For Advanced Control And Diagnosis
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Author : Didier Theilliol
language : en
Publisher:
Release Date : 2023
Recent Developments In Model Based And Data Driven Methods For Advanced Control And Diagnosis written by Didier Theilliol and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023 with categories.
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.
Data Driven Design Of Fault Diagnosis And Fault Tolerant Control Systems
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Author : Steven X. Ding
language : en
Publisher: Springer Science & Business Media
Release Date : 2014-04-12
Data Driven Design Of Fault Diagnosis And Fault Tolerant Control Systems written by Steven X. Ding and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-04-12 with Technology & Engineering categories.
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 Methods For Fault Detection And Diagnosis In Chemical Processes
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Author : Evan L. Russell
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-12-06
Data Driven Methods For Fault Detection And Diagnosis In Chemical Processes written by Evan L. Russell and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-12-06 with Science categories.
Early and accurate fault detection and diagnosis for modern chemical plants can minimise downtime, increase the safety of plant operations, and reduce manufacturing costs. The process-monitoring techniques that have been most effective in practice are based on models constructed almost entirely from process data. The goal of the book is to present the theoretical background and practical techniques for data-driven process monitoring. Process-monitoring techniques presented include: Principal component analysis; Fisher discriminant analysis; Partial least squares; Canonical variate analysis. The text demonstrates the application of all of the data-driven process monitoring techniques to the Tennessee Eastman plant simulator - demonstrating the strengths and weaknesses of each approach in detail. This aids the reader in selecting the right method for his process application. Plant simulator and homework problems in which students apply the process-monitoring techniques to a nontrivial simulated process, and can compare their performance with that obtained in the case studies in the text are included. A number of additional homework problems encourage the reader to implement and obtain a deeper understanding of the techniques. The reader will obtain a background in data-driven techniques for fault detection and diagnosis, including the ability to implement the techniques and to know how to select the right technique for a particular application.
Batch Processes
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Author : Ekaterini Korovessi
language : en
Publisher: CRC Press
Release Date : 2005-09-26
Batch Processes written by Ekaterini Korovessi and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-09-26 with Medical categories.
Reduced time to market, lower production costs, and improved flexibility are critical success factors for batch processes. Their ability to handle variations in feedstock and product specifications has made them key to the operation of multipurpose facilities, and therefore quite popular in the specialty chemical, pharmaceutical, agricultural, and
Advanced Reduced Order Methods And Applications In Computational Fluid Dynamics
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Author : Gianluigi Rozza
language : en
Publisher: SIAM
Release Date : 2022-11-21
Advanced Reduced Order Methods And Applications In Computational Fluid Dynamics written by Gianluigi Rozza and has been published by SIAM this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-21 with Mathematics categories.
Reduced order modeling is an important, growing field in computational science and engineering, and this is the first book to address the subject in relation to computational fluid dynamics. It focuses on complex parametrization of shapes for their optimization and includes recent developments in advanced topics such as turbulence, stability of flows, inverse problems, optimization, and flow control, as well as applications. This book will be of interest to researchers and graduate students in the field of reduced order modeling.
Proceedings Of 10th International Conference On Coastal And Ocean Engineering
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Author : Dong-Sheng Jeng
language : en
Publisher: Springer Nature
Release Date : 2024-07-27
Proceedings Of 10th International Conference On Coastal And Ocean Engineering written by Dong-Sheng Jeng and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-07-27 with Transportation categories.
This book presents a collection of selected and peer reviewed papers of 10th International Conference on Coastal and Ocean Engineering, which is held during April 14-16, 2023. The conference is co-organized by Taishan University, Shandong, China, technically supported by China University of Petroleum and Concordia University, which aims to bring together innovative academics and industrial experts in the field of coastal and ocean engineering to a common forum. The papers are contributed by various authors from all sectors of academia and industries, exploring cutting-edge solutions and best practices for coastal and ocean engineering. Various topics are discussed in the book, including Coastal infrastructure developments, Hydrodynamics of off shore structures, Marine ecology and environments, Oil spill and environmental hazards, Estuary coastal engineering, Marine energy engineering, underwater engineering, Offshore oil development technology and equipment, the ocean activities platform, etc. The book will serve as a useful reference for post-graduate students, academicians, industry developer and policy makers.
Advanced Analytics For Industry 4 0
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Author : Ali Soofastaei
language : en
Publisher: CRC Press
Release Date : 2025-07-17
Advanced Analytics For Industry 4 0 written by Ali Soofastaei and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-17 with Computers categories.
The evolution of modern technology has affected all the industry dimensions. Mother industries play a critical role in providing the precursor materials for other industries, and a small improvement in these can make a big change in others. This book covers the analytics revolution in Industry 4.0 for the mother industries, such as mining, oil and gas, and steel. It focuses on the use of advanced analytics and artificial intelligence to improve the business decisions aimed at increasing the quality and quantity of mother industries' products. It helps to design and implement their digital transformation strategies in these industries. Key Features: Provides a concise overview of state of the art for mother industries' executives and managers. Highlights and describes critical opportunity areas for industry operations optimization. Explains how to implement advanced data analytics through case studies and examples. Provides approaches and methods to improve data-driven decision-making. Brings experience and learning in digital transformation from adjacent sectors. This book is aimed at researchers, professionals, and graduate students in data science, manufacturing, automation, and computer engineering.
Recent Advances In Bioprocess Engineering And Bioreactor Design
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Author : Swasti Dhagat
language : en
Publisher: Springer Nature
Release Date : 2024-05-13
Recent Advances In Bioprocess Engineering And Bioreactor Design written by Swasti Dhagat and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-13 with Science categories.
This book provides insights into the recent developments in the field of bioprocess technology and bioreactor design. Bioprocess engineering or biochemical engineering is a subcomponent of chemical engineering, which encompasses designing and developing those processes and equipment that are required for the manufacturing of products from biological materials and sources, such as agriculture, pharmaceutical, chemicals, polymers, food, etc., or for the treatment of environmental process, for example, waste water. The main focus of this book is to highlight the advancements in the field of bioprocess technology and bioreactor design. The book is divided into various chapters briefing all aspects of bioprocess engineering and focusing on the advances in bioprocess engineering. The book summarizes introduction to bioprocess technology and microbiology, isolation and maintenance of microbial strains, and sterilization techniques for advanced-level students and researchers. Different models depicting kinetics of microbial growth, substrate consumption, and product formation are discussed. The applications of enzymes have increased tremendously and therefore understanding their metabolic pathways to increase yields is also briefly discussed. The calculations of mass and energy balances associated with entropy changes and free energy. This book also covers the approaches for handling different types of cell cultures and current advancements in the area of bioprocess strategies for different culture types, which scientists and researchers working in the different cell cultures can refer to. The downstream processing of various industrially important products is also a part of this book. Apart from that, the process economics which ensures the feasibility and quality of any biological process is also dealt with as the last section of the book.
Advanced Technologies For Planning And Operation Of Prosumer Energy Systems
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Author : Bin Zhou
language : en
Publisher: Frontiers Media SA
Release Date : 2023-04-28
Advanced Technologies For Planning And Operation Of Prosumer Energy Systems written by Bin Zhou and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-28 with Technology & Engineering categories.