Predictive Maintenance In Dynamic Systems

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Predictive Maintenance in Dynamic Systems

Author : Edwin Lughofer
Publisher : Springer
ISBN 13 : 3030056457
Total Pages : 567 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Predictive Maintenance in Dynamic Systems by : Edwin Lughofer

Download or read book Predictive Maintenance in Dynamic Systems written by Edwin Lughofer and published by Springer. This book was released on 2019-02-28 with total page 567 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete picture of several decision support tools for predictive maintenance. These include embedding early anomaly/fault detection, diagnosis and reasoning, remaining useful life prediction (fault prognostics), quality prediction and self-reaction, as well as optimization, control and self-healing techniques. It shows recent applications of these techniques within various types of industrial (production/utilities/equipment/plants/smart devices, etc.) systems addressing several challenges in Industry 4.0 and different tasks dealing with Big Data Streams, Internet of Things, specific infrastructures and tools, high system dynamics and non-stationary environments . Applications discussed include production and manufacturing systems, renewable energy production and management, maritime systems, power plants and turbines, conditioning systems, compressor valves, induction motors, flight simulators, railway infrastructures, mobile robots, cyber security and Internet of Things. The contributors go beyond state of the art by placing a specific focus on dynamic systems, where it is of utmost importance to update system and maintenance models on the fly to maintain their predictive power.

Predictive Maintenance in Dynamic Systems

Author : Edwin Lughofer
Publisher :
ISBN 13 : 9783030056469
Total Pages : pages
Book Rating : 4.0/5 (564 download)

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Book Synopsis Predictive Maintenance in Dynamic Systems by : Edwin Lughofer

Download or read book Predictive Maintenance in Dynamic Systems written by Edwin Lughofer and published by . This book was released on 2019 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a complete picture of several decision support tools for predictive maintenance. These include embedding early anomaly/fault detection, diagnosis and reasoning, remaining useful life prediction (fault prognostics), quality prediction and self-reaction, as well as optimization, control and self-healing techniques. It shows recent applications of these techniques within various types of industrial (production/utilities/equipment/plants/smart devices, etc.) systems addressing several challenges in Industry 4.0 and different tasks dealing with Big Data Streams, Internet of Things, specific infrastructures and tools, high system dynamics and non-stationary environments . Applications discussed include production and manufacturing systems, renewable energy production and management, maritime systems, power plants and turbines, conditioning systems, compressor valves, induction motors, flight simulators, railway infrastructures, mobile robots, cyber security and Internet of Things. The contributors go beyond state of the art by placing a specific focus on dynamic systems, where it is of utmost importance to update system and maintenance models on the fly to maintain their predictive power. .

Predictive Maintenance by Employing Advanced Monitoring Systems and Vibration Methodology

Author : R. J. Mullen
Publisher :
ISBN 13 :
Total Pages : 10 pages
Book Rating : 4.:/5 (86 download)

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Book Synopsis Predictive Maintenance by Employing Advanced Monitoring Systems and Vibration Methodology by : R. J. Mullen

Download or read book Predictive Maintenance by Employing Advanced Monitoring Systems and Vibration Methodology written by R. J. Mullen and published by . This book was released on with total page 10 pages. Available in PDF, EPUB and Kindle. Book excerpt:

An Introduction to Predictive Maintenance

Author : R. Keith Mobley
Publisher : Elsevier
ISBN 13 : 0080478697
Total Pages : 451 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis An Introduction to Predictive Maintenance by : R. Keith Mobley

Download or read book An Introduction to Predictive Maintenance written by R. Keith Mobley and published by Elsevier. This book was released on 2002-10-24 with total page 451 pages. Available in PDF, EPUB and Kindle. Book excerpt: This second edition of An Introduction to Predictive Maintenance helps plant, process, maintenance and reliability managers and engineers to develop and implement a comprehensive maintenance management program, providing proven strategies for regularly monitoring critical process equipment and systems, predicting machine failures, and scheduling maintenance accordingly. Since the publication of the first edition in 1990, there have been many changes in both technology and methodology, including financial implications, the role of a maintenance organization, predictive maintenance techniques, various analyses, and maintenance of the program itself. This revision includes a complete update of the applicable chapters from the first edition as well as six additional chapters outlining the most recent information available. Having already been implemented and maintained successfully in hundreds of manufacturing and process plants worldwide, the practices detailed in this second edition of An Introduction to Predictive Maintenance will save plants and corporations, as well as U.S. industry as a whole, billions of dollars by minimizing unexpected equipment failures and its resultant high maintenance cost while increasing productivity. A comprehensive introduction to a system of monitoring critical industrial equipment Optimize the availability of process machinery and greatly reduce the cost of maintenance Provides the means to improve product quality, productivity and profitability of manufacturing and production plants

From Prognostics and Health Systems Management to Predictive Maintenance 2

Author : Brigitte Chebel-Morello
Publisher : John Wiley & Sons
ISBN 13 : 1848219385
Total Pages : 170 pages
Book Rating : 4.8/5 (482 download)

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Book Synopsis From Prognostics and Health Systems Management to Predictive Maintenance 2 by : Brigitte Chebel-Morello

Download or read book From Prognostics and Health Systems Management to Predictive Maintenance 2 written by Brigitte Chebel-Morello and published by John Wiley & Sons. This book was released on 2017-08-07 with total page 170 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the second volume in a set of books dealing with the evolution of technology, IT and organizational approaches and what this means for industrial equipment. The authors address this increasing complexity in two parts, focusing specifically on the field of Prognostics and Health Management (PHM). Having tackled the PHM cycle in the first volume, the purpose of this book is to tackle the other phases of PHM, including the traceability of data, information and knowledge, and the ability to make decisions accordingly. The book concludes with a summary analysis and perspectives regarding this emerging domain, since without traceability, knowledge and decision, any prediction of the health state of a system cannot be exploited.

From Prognostics and Health Systems Management to Predictive Maintenance 1

Author : Rafael Gouriveau
Publisher : John Wiley & Sons
ISBN 13 : 1119371023
Total Pages : 187 pages
Book Rating : 4.1/5 (193 download)

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Book Synopsis From Prognostics and Health Systems Management to Predictive Maintenance 1 by : Rafael Gouriveau

Download or read book From Prognostics and Health Systems Management to Predictive Maintenance 1 written by Rafael Gouriveau and published by John Wiley & Sons. This book was released on 2016-10-14 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book addresses the steps needed to monitor health assessment systems and the anticipation of their failures: choice and location of sensors, data acquisition and processing, health assessment and prediction of the duration of residual useful life. The digital revolution and mechatronics foreshadowed the advent of the 4.0 industry where equipment has the ability to communicate. The ubiquity of sensors (300,000 sensors in the new generations of aircraft) produces a flood of data requiring us to give meaning to information and leads to the need for efficient processing and a relevant interpretation. The process of traceability and capitalization of data is a key element in the context of the evolution of the maintenance towards predictive strategies.

Data Analytics and Artificial Intelligence for Predictive Maintenance in Smart Manufacturing

Author : Amit Kumar Tyagi
Publisher : CRC Press
ISBN 13 : 1040151396
Total Pages : 419 pages
Book Rating : 4.0/5 (41 download)

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Book Synopsis Data Analytics and Artificial Intelligence for Predictive Maintenance in Smart Manufacturing by : Amit Kumar Tyagi

Download or read book Data Analytics and Artificial Intelligence for Predictive Maintenance in Smart Manufacturing written by Amit Kumar Tyagi and published by CRC Press. This book was released on 2024-10-23 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, in this smart era, data analytics and artificial intelligence (AI) play an important role in predictive maintenance (PdM) within the manufacturing industry. This innovative approach aims to optimize maintenance strategies by predicting when equipment or machinery is likely to fail so that maintenance can be performed just in time to prevent costly breakdowns. This book contains up-to-date information on predictive maintenance and the latest advancements, trends, and tools required to reduce costs and save time for manufacturers and industries. Data Analytics and Artificial Intelligence for Predictive Maintenance in Smart Manufacturing provides an extensive and in-depth exploration of the intersection of data analytics, artificial intelligence, and predictive maintenance in the manufacturing industry and covers fundamental concepts, advanced techniques, case studies, and practical applications. Using a multidisciplinary approach, this book recognizes that predictive maintenance in manufacturing requires collaboration among engineers, data scientists, and business professionals and includes case studies from various manufacturing sectors showcasing successful applications of predictive maintenance. The real-world examples explain the useful benefits and ROI achieved by organizations. The emphasis is on scalability, making it suitable for both small and large manufacturing operations, and readers will learn how to adapt predictive maintenance strategies to different scales and industries. This book presents resources and references to keep readers updated on the latest advancements, tools, and trends, ensuring continuous learning. Serving as a reference guide, this book focuses on the latest advancements, trends, and tools relevant to predictive maintenance and can also serve as an educational resource for students studying manufacturing, data science, or related fields.

Effective Automatic Expert Systems for Dynamic Predictive Maintenance Applications

Author : Michael A. Flanagan
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (137 download)

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Book Synopsis Effective Automatic Expert Systems for Dynamic Predictive Maintenance Applications by : Michael A. Flanagan

Download or read book Effective Automatic Expert Systems for Dynamic Predictive Maintenance Applications written by Michael A. Flanagan and published by . This book was released on 1997 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presented at the International Gas Turbine & Aeroengine Congress & Exhibition, Orlando, FL, Jun 2-Jun 5, 1997.

Industry 4.1

Author : Fan-Tien Cheng
Publisher : John Wiley & Sons
ISBN 13 : 1119739896
Total Pages : 562 pages
Book Rating : 4.1/5 (197 download)

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Book Synopsis Industry 4.1 by : Fan-Tien Cheng

Download or read book Industry 4.1 written by Fan-Tien Cheng and published by John Wiley & Sons. This book was released on 2021-10-26 with total page 562 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industry 4.1 Intelligent Manufacturing with Zero Defects Discover the future of manufacturing with this comprehensive introduction to Industry 4.0 technologies from a celebrated expert in the field Industry 4.1: Intelligent Manufacturing with Zero Defects delivers an in-depth exploration of the functions of intelligent manufacturing and its applications and implementations through the Intelligent Factory Automation (iFA) System Platform. The book’s distinguished editor offers readers a broad range of resources that educate and enlighten on topics as diverse as the Internet of Things, edge computing, cloud computing, and cyber-physical systems. You’ll learn about three different advanced prediction technologies: Automatic Virtual Metrology (AVM), Intelligent Yield Management (IYM), and Intelligent Predictive Maintenance (IPM). Different use cases in a variety of manufacturing industries are covered, including both high-tech and traditional areas. In addition to providing a broad view of intelligent manufacturing and covering fundamental technologies like sensors, communication standards, and container technologies, the book offers access to experimental data through the IEEE DataPort. Finally, it shows readers how to build an intelligent manufacturing platform called an Advanced Manufacturing Cloud of Things (AMCoT). Readers will also learn from: An introduction to the evolution of automation and development strategy of intelligent manufacturing A comprehensive discussion of foundational concepts in sensors, communication standards, and container technologies An exploration of the applications of the Internet of Things, edge computing, and cloud computing The Intelligent Factory Automation (iFA) System Platform and its applications and implementations A variety of use cases of intelligent manufacturing, from industries like flat-panel, semiconductor, solar cell, automotive, aerospace, chemical, and blow molding machine Perfect for researchers, engineers, scientists, professionals, and students who are interested in the ongoing evolution of Industry 4.0 and beyond, Industry 4.1: Intelligent Manufacturing with Zero Defects will also win a place in the library of laypersons interested in intelligent manufacturing applications and concepts. Completely unique, this book shows readers how Industry 4.0 technologies can be applied to achieve the goal of Zero Defects for all product

Computer-aided Maintenance

Author : Jay Lee
Publisher : Springer Science & Business Media
ISBN 13 : 1461553059
Total Pages : 421 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis Computer-aided Maintenance by : Jay Lee

Download or read book Computer-aided Maintenance written by Jay Lee and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today's business environment, reliability and maintenance drastically affect the three key elements of competitiveness - quality, cost, and product lead time. Well-maintained machines hold tolerances better, help reduce scrap and rework, and raise consistency and quality of the part in addition to cutting total production costs. Today, many factories are still performing maintenance on equipment in a reactive manner due to a lack of understanding about machine performance behaviour. To improve production efficiency, computer-aided maintenance and diagnostic methodology must be applied effectively in manufacturing. This book focuses on the fundamental principles of predictive maintenance and diagnostic engineering. In addition to covering the relevant theory, techniques and methodologies in maintenance engineering, the book also provides numerous case studies and examples illustrating the successful application of the principles and techniques outlined.

Encyclopedia of Data Science and Machine Learning

Author : Wang, John
Publisher : IGI Global
ISBN 13 : 1799892212
Total Pages : 3296 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Encyclopedia of Data Science and Machine Learning by : Wang, John

Download or read book Encyclopedia of Data Science and Machine Learning written by Wang, John and published by IGI Global. This book was released on 2023-01-20 with total page 3296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Big data and machine learning are driving the Fourth Industrial Revolution. With the age of big data upon us, we risk drowning in a flood of digital data. Big data has now become a critical part of both the business world and daily life, as the synthesis and synergy of machine learning and big data has enormous potential. Big data and machine learning are projected to not only maximize citizen wealth, but also promote societal health. As big data continues to evolve and the demand for professionals in the field increases, access to the most current information about the concepts, issues, trends, and technologies in this interdisciplinary area is needed. The Encyclopedia of Data Science and Machine Learning examines current, state-of-the-art research in the areas of data science, machine learning, data mining, and more. It provides an international forum for experts within these fields to advance the knowledge and practice in all facets of big data and machine learning, emphasizing emerging theories, principals, models, processes, and applications to inspire and circulate innovative findings into research, business, and communities. Covering topics such as benefit management, recommendation system analysis, and global software development, this expansive reference provides a dynamic resource for data scientists, data analysts, computer scientists, technical managers, corporate executives, students and educators of higher education, government officials, researchers, and academicians.

Complex System Maintenance Handbook

Author : Khairy Ahmed Helmy Kobbacy
Publisher : Springer Science & Business Media
ISBN 13 : 1848000111
Total Pages : 649 pages
Book Rating : 4.8/5 (48 download)

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Book Synopsis Complex System Maintenance Handbook by : Khairy Ahmed Helmy Kobbacy

Download or read book Complex System Maintenance Handbook written by Khairy Ahmed Helmy Kobbacy and published by Springer Science & Business Media. This book was released on 2008-04-15 with total page 649 pages. Available in PDF, EPUB and Kindle. Book excerpt: This utterly comprehensive work is thought to be the first to integrate the literature on the physics of the failure of complex systems such as hospitals, banks and transport networks. It has chapters on particular aspects of maintenance written by internationally-renowned researchers and practitioners. This book will interest maintenance engineers and managers in industry as well as researchers and graduate students in maintenance, industrial engineering and applied mathematics.

New Decision Support Methods for Dynamic Predictive Maintenance Based on Data Science and Multi-objective Optimization

Author : Behnam Einabadi
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (141 download)

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Book Synopsis New Decision Support Methods for Dynamic Predictive Maintenance Based on Data Science and Multi-objective Optimization by : Behnam Einabadi

Download or read book New Decision Support Methods for Dynamic Predictive Maintenance Based on Data Science and Multi-objective Optimization written by Behnam Einabadi and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, predictive maintenance (PdM) has gained significant attention in both industry and academia due to the utilization of real-time data from Industry 4.0, enabling equipment health monitoring and remaining useful life (RUL) estimation. However, studies often focus on failure prediction while neglecting decision-making and maintenance planning. Additionally, not all equipment can be maintained solely through PdM, necessitating the integration of preventive maintenance (PvM). This thesis proposes novel approaches for PdM and PvM using data science and mathematical optimization. It addresses key questions, including estimating equipment health and RUL, and incorporating data into decision-making and maintenance planning. A comprehensive Predictive Maintenance Management System (PdMMS) approach is introduced, covering criticality analysis, appropriate maintenance strategies, data acquisition, monitoring systems, health monitoring, RUL estimation, and overall maintenance planning. Several methods and algorithms are developed and applied at the FPT Powertrain Technologies Bourbon-Lancy (FPT-BLY) plant. An innovative approach for identifying maintenance strategies is presented, utilizing multi-criteria decision-making, ABC analysis, sensitivity analysis, and optimal frequency identification. This approach successfully identifies critical equipment, reducing emergency purchases. Relevant maintenance indicators and visualization dashboards are proposed for monitoring and improvement. For equipment health monitoring and RUL estimation, a health indicator (HI) method and a dynamic algorithm are developed and applied to a conveyer chain painting system. Results demonstrate dynamic estimation based on real-time data. Simultaneous PdM and PvM planning is addressed through a mathematical optimization model, considering direct (intervention costs) and indirect costs (expected failure risk costs, unused life losses) while accounting for opportunistic grouping of maintenance interventions. Integrating RUL information into maintenance planning yields optimal results, as validated by a sensitivity analysis indicating reduced long-term costs. The thesis discusses challenges of implementing the proposed PdMMS approach in other companies, provides managerial insights, and outlines future research directions.

Data-Driven Science and Engineering

Author : Steven L. Brunton
Publisher : Cambridge University Press
ISBN 13 : 1009098489
Total Pages : 615 pages
Book Rating : 4.0/5 (9 download)

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Book Synopsis Data-Driven Science and Engineering by : Steven L. Brunton

Download or read book Data-Driven Science and Engineering written by Steven L. Brunton and published by Cambridge University Press. This book was released on 2022-05-05 with total page 615 pages. Available in PDF, EPUB and Kindle. Book excerpt: A textbook covering data-science and machine learning methods for modelling and control in engineering and science, with Python and MATLAB®.

Social Engineering in Cybersecurity

Author : Gururaj H L
Publisher : CRC Press
ISBN 13 : 1040018696
Total Pages : 204 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Social Engineering in Cybersecurity by : Gururaj H L

Download or read book Social Engineering in Cybersecurity written by Gururaj H L and published by CRC Press. This book was released on 2024-06-28 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today’s digitally interconnected world, the threat landscape has evolved to include not just sophisticated technical exploits but also the art of human manipulation. Social engineering attacks have emerged as a formidable and often underestimated threat to information security. The primary aim of this textbook is to provide a comprehensive and in-depth exploration of social engineering attacks. The book seeks to equip cybersecurity professionals, IT practitioners, students, and anyone concerned with information security with the knowledge and tools needed to recognize, prevent, and mitigate the risks posed by social engineering. The scope of this textbook is broad and multifaceted. It covers a wide range of social engineering attack vectors, including phishing, vishing, pretexting, baiting, tailgating, impersonation, and more. Each attack vector is dissected, with detailed explanations of how they work, real-world examples, and countermeasures. Key Features • Comprehensive Coverage: Thorough exploration of various social engineering attack vectors, including phishing, vishing, pretexting, baiting, quid pro quo, tailgating, impersonation, and more. • Psychological Insights: In-depth examination of the psychological principles and cognitive biases that underlie social engineering tactics. • Real-World Case Studies: Analysis of real-world examples and high-profile social engineering incidents to illustrate concepts and techniques. • Prevention and Mitigation: Practical guidance on how to recognize, prevent, and mitigate social engineering attacks, including security best practices. • Ethical Considerations: Discussion of ethical dilemmas and legal aspects related to social engineering that emphasizes responsible use of knowledge. This comprehensive textbook on social engineering attacks provides a deep and practical exploration of this increasingly prevalent threat in cybersecurity. It covers a wide array of attack vectors, including phishing, vishing, pretexting, and more, offering readers an in-depth understanding of how these attacks work. The book delves into the psychology behind social engineering and examines the cognitive biases and emotional triggers that make individuals susceptible. Real-world case studies illustrate concepts and techniques while practical guidance equips readers with the knowledge to recognize, prevent, and mitigate social engineering threats.

Simulation Techniques of Digital Twin in Real-Time Applications

Author : Abhineet Anand
Publisher : John Wiley & Sons
ISBN 13 : 1394256973
Total Pages : 389 pages
Book Rating : 4.3/5 (942 download)

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Book Synopsis Simulation Techniques of Digital Twin in Real-Time Applications by : Abhineet Anand

Download or read book Simulation Techniques of Digital Twin in Real-Time Applications written by Abhineet Anand and published by John Wiley & Sons. This book was released on 2024-07-03 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: SIMULATION TECHNIQUES OF DIGITAL TWIN IN REAL-TIME APPLICATIONS The book gives a complete overview of implementing digital twin technology in real-time scenarios while emphasizing how this technology can be embedded with running technologies to solve all other issues. Divided into two parts with Part 1 focusing on simulated techniques in digital twin technology and Part 2 on real-time applications of digital twin technology, the book collects a significant number of important research articles from domain-specific experts. The book sheds light on the various techniques of digital twin technology that are implemented in various application areas. It emphasizes error findings and respective solutions before the actual event happens. Most of the features in the book are on the implementation of strategies in real-time applications. Various real-life experiences are taken to show the proper implementation of simulation technologies. The book shows how engineers of any technology can input their research ideas to convert to real scenarios by using replicas. Hence, the book has a collection of research articles from various engineers with expertise in different technologies from many regions of the world. It shows how to implement the embedded real-time data into technologies. Specifically, the chapters relate to the auto landing and cruising features in aerial vehicles, automated coal mining simulation strategy, the enhancement of workshop equipment, and implementation in power energy management for urban railways. This book also describes the coherent mechanism of digital twin technologies with deep neural networks and artificial intelligence. Audience Researchers, engineers, and students in computer science, software engineering and industrial engineering, will find this book to be very useful.

15th WCEAM Proceedings

Author : João Onofre Pereira Pinto
Publisher : Springer Nature
ISBN 13 : 3030967948
Total Pages : 486 pages
Book Rating : 4.0/5 (39 download)

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Book Synopsis 15th WCEAM Proceedings by : João Onofre Pereira Pinto

Download or read book 15th WCEAM Proceedings written by João Onofre Pereira Pinto and published by Springer Nature. This book was released on 2022-03-24 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers selected peer-reviewed papers from the 15th World Congress on Engineering Asset Management (WCEAM), which was hosted by The Federal University of Mato Grosso do Sul Campo Grande, Brazil, from 15–-18 August 2021 This book covers a wide range of topics in engineering asset management, including: strategy and standards; sustainability and resiliency; servitisation and Industry 4.0 business models; asset information systems; and asset management decision-making. The breadth and depth of these state-of-the-art, comprehensive proceedings make them an excellent resource for asset management practitioners, researchers, and academics, as well as undergraduate and postgraduate students.