Prognostics And Health Management

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Prognostics and Health Management of Engineering Systems

Nam-Ho Kim,Dawn An,Joo-Ho Choi
Prognostics and Health Management of Engineering Systems Book PDF

Author : Nam-Ho Kim,Dawn An,Joo-Ho Choi
Publisher : Springer
Page : 347 pages
File Size : 54,6 Mb
Release : 2016-10-24
Category : Technology & Engineering
ISBN : 9783319447421

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Prognostics and Health Management of Engineering Systems by Nam-Ho Kim,Dawn An,Joo-Ho Choi Pdf

This book introduces the methods for predicting the future behavior of a system’s health and the remaining useful life to determine an appropriate maintenance schedule. The authors introduce the history, industrial applications, algorithms, and benefits and challenges of PHM (Prognostics and Health Management) to help readers understand this highly interdisciplinary engineering approach that incorporates sensing technologies, physics of failure, machine learning, modern statistics, and reliability engineering. It is ideal for beginners because it introduces various prognostics algorithms and explains their attributes, pros and cons in terms of model definition, model parameter estimation, and ability to handle noise and bias in data, allowing readers to select the appropriate methods for their fields of application.Among the many topics discussed in-depth are:• Prognostics tutorials using least-squares• Bayesian inference and parameter estimation• Physics-based prognostics algorithms including nonlinear least squares, Bayesian method, and particle filter• Data-driven prognostics algorithms including Gaussian process regression and neural network• Comparison of different prognostics algorithms divThe authors also present several applications of prognostics in practical engineering systems, including wear in a revolute joint, fatigue crack growth in a panel, prognostics using accelerated life test data, fatigue damage in bearings, and more. Prognostics tutorials with a Matlab code using simple examples are provided, along with a companion website that presents Matlab programs for different algorithms as well as measurement data. Each chapter contains a comprehensive set of exercise problems, some of which require Matlab programs, making this an ideal book for graduate students in mechanical, civil, aerospace, electrical, and industrial engineering and engineering mechanics, as well as researchers and maintenance engineers in the above fields.

Prognostics and Health Management

Douglas Goodman,James P. Hofmeister,Ferenc Szidarovszky
Prognostics and Health Management Book PDF

Author : Douglas Goodman,James P. Hofmeister,Ferenc Szidarovszky
Publisher : John Wiley & Sons
Page : 382 pages
File Size : 54,6 Mb
Release : 2019-06-17
Category : Technology & Engineering
ISBN : 9781119356653

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Prognostics and Health Management by Douglas Goodman,James P. Hofmeister,Ferenc Szidarovszky Pdf

A comprehensive guide to the application and processing of condition-based data to produce prognostic estimates of functional health and life. Prognostics and Health Management provides an authoritative guide for an understanding of the rationale and methodologies of a practical approach for improving system reliability using conditioned-based data (CBD) to the monitoring and management of health of systems. This proven approach uses electronic signatures extracted from conditioned-based electrical signals, including those representing physical components, and employs processing methods that include data fusion and transformation, domain transformation, and normalization, canonicalization and signal-level translation to support the determination of predictive diagnostics and prognostics. Written by noted experts in the field, Prognostics and Health Management clearly describes how to extract signatures from conditioned-based data using conditioning methods such as data fusion and transformation, domain transformation, data type transformation and indirect and differential comparison. This important resource: Integrates data collecting, mathematical modelling and reliability prediction in one volume Contains numerical examples and problems with solutions that help with an understanding of the algorithmic elements and processes Presents information from a panel of experts on the topic Follows prognostics based on statistical modelling, reliability modelling and usage modelling methods Written for system engineers working in critical process industries and automotive and aerospace designers, Prognostics and Health Management offers a guide to the application of condition-based data to produce signatures for input to predictive algorithms to produce prognostic estimates of functional health and life.

Prognostics and Health Management of Electronics

Michael G. Pecht,Myeongsu Kang
Prognostics and Health Management of Electronics Book PDF

Author : Michael G. Pecht,Myeongsu Kang
Publisher : John Wiley & Sons
Page : 800 pages
File Size : 46,8 Mb
Release : 2018-08-15
Category : Technology & Engineering
ISBN : 9781119515302

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Prognostics and Health Management of Electronics by Michael G. Pecht,Myeongsu Kang Pdf

An indispensable guide for engineers and data scientists in design, testing, operation, manufacturing, and maintenance A road map to the current challenges and available opportunities for the research and development of Prognostics and Health Management (PHM), this important work covers all areas of electronics and explains how to: assess methods for damage estimation of components and systems due to field loading conditions assess the cost and benefits of prognostic implementations develop novel methods for in situ monitoring of products and systems in actual life-cycle conditions enable condition-based (predictive) maintenance increase system availability through an extension of maintenance cycles and/or timely repair actions; obtain knowledge of load history for future design, qualification, and root cause analysis reduce the occurrence of no fault found (NFF) subtract life-cycle costs of equipment from reduction in inspection costs, downtime, and inventory Prognostics and Health Management of Electronics also explains how to understand statistical techniques and machine learning methods used for diagnostics and prognostics. Using this valuable resource, electrical engineers, data scientists, and design engineers will be able to fully grasp the synergy between IoT, machine learning, and risk assessment.

Probabilistic Prognostics and Health Management of Energy Systems

Stephen Ekwaro-Osire,Aparecido Carlos Gonçalves,Fisseha M. Alemayehu
Probabilistic Prognostics and Health Management of Energy Systems Book PDF

Author : Stephen Ekwaro-Osire,Aparecido Carlos Gonçalves,Fisseha M. Alemayehu
Publisher : Springer
Page : 277 pages
File Size : 50,5 Mb
Release : 2017-04-25
Category : Technology & Engineering
ISBN : 9783319558523

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Probabilistic Prognostics and Health Management of Energy Systems by Stephen Ekwaro-Osire,Aparecido Carlos Gonçalves,Fisseha M. Alemayehu Pdf

This book proposes the formulation of an efficient methodology that estimates energy system uncertainty and predicts Remaining Useful Life (RUL) accurately with significantly reduced RUL prediction uncertainty. Renewable and non-renewable sources of energy are being used to supply the demands of societies worldwide. These sources are mainly thermo-chemo-electro-mechanical systems that are subject to uncertainty in future loading conditions, material properties, process noise, and other design parameters.It book informs the reader of existing and new ideas that will be implemented in RUL prediction of energy systems in the future. The book provides case studies, illustrations, graphs, and charts. Its chapters consider engineering, reliability, prognostics and health management, probabilistic multibody dynamical analysis, peridynamic and finite-element modelling, computer science, and mathematics.

From Prognostics and Health Systems Management to Predictive Maintenance 1

Rafael Gouriveau,Kamal Medjaher,Noureddine Zerhouni
From Prognostics and Health Systems Management to Predictive Maintenance 1 Book PDF

Author : Rafael Gouriveau,Kamal Medjaher,Noureddine Zerhouni
Publisher : John Wiley & Sons
Page : 182 pages
File Size : 49,7 Mb
Release : 2016-10-14
Category : Technology & Engineering
ISBN : 9781119371021

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From Prognostics and Health Systems Management to Predictive Maintenance 1 by Rafael Gouriveau,Kamal Medjaher,Noureddine Zerhouni Pdf

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.

Diagnostics and Prognostics of Engineering Systems: Methods and Techniques

Kadry, Seifedine
Diagnostics and Prognostics of Engineering Systems Methods and Techniques Book PDF

Author : Kadry, Seifedine
Publisher : IGI Global
Page : 461 pages
File Size : 55,8 Mb
Release : 2012-09-30
Category : Technology & Engineering
ISBN : 9781466620964

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Diagnostics and Prognostics of Engineering Systems: Methods and Techniques by Kadry, Seifedine Pdf

Industrial Prognostics predicts an industrial system’s lifespan using probability measurements to determine the way a machine operates. Prognostics are essential in determining being able to predict and stop failures before they occur. Therefore the development of dependable prognostic procedures for engineering systems is important to increase the system’s performance and reliability. Diagnostics and Prognostics of Engineering Systems: Methods and Techniques provides widespread coverage and discussions on the methods and techniques of diagnosis and prognosis systems. Including practical examples to display the method’s effectiveness in real-world applications as well as the latest trends and research, this reference source aims to introduce fundamental theory and practice for system diagnosis and prognosis.

Data-Driven Technology for Engineering Systems Health Management

Gang Niu
Data Driven Technology for Engineering Systems Health Management Book PDF

Author : Gang Niu
Publisher : Springer
Page : 357 pages
File Size : 50,8 Mb
Release : 2016-07-27
Category : Technology & Engineering
ISBN : 9789811020322

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Data-Driven Technology for Engineering Systems Health Management by Gang Niu Pdf

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.

Prognostics

Kai Goebel,Indranil Roychoudhury
Prognostics Book PDF

Author : Kai Goebel,Indranil Roychoudhury
Publisher : Createspace Independent Publishing Platform
Page : 396 pages
File Size : 49,6 Mb
Release : 2017-04-03
Category : Engineering systems
ISBN : 1539074838

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Prognostics by Kai Goebel,Indranil Roychoudhury Pdf

Prognostics is the science of making predictions of engineering systems. It is part of a suite of techniques that determine whether a system is behaving within nominal operational performance and - if it does not - that determine what is wrong and how long it will take until the system no longer fulfills certain functional requirements. This book presents the latest developments and research findings on the topic of prognostics by the Prognostics Center of Excellence at NASA Ames Research Center. The book is intended to provide a practitioner with an understanding of the foundational concepts as well as practical tools to perform prognostics and health management on different types of engineering systems and in particular to predict remaining useful life.

Computational Methods for Reliability and Risk Analysis

Enrico Zio
Computational Methods for Reliability and Risk Analysis Book PDF

Author : Enrico Zio
Publisher : World Scientific
Page : 363 pages
File Size : 49,5 Mb
Release : 2009
Category : Technology & Engineering
ISBN : 9789812839015

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Computational Methods for Reliability and Risk Analysis by Enrico Zio Pdf

This book illustrates a number of modelling and computational techniques for addressing relevant issues in reliability and risk analysis. In particular, it provides: i) a basic illustration of some methods used in reliability and risk analysis for modelling the stochastic failure and repair behaviour of systems, e.g. the Markov and Monte Carlo simulation methods; ii) an introduction to Genetic Algorithms, tailored to their application for RAMS (Reliability, Availability, Maintainability and Safety) optimization; iii) an introduction to key issues of system reliability and risk analysis, like dependent failures and importance measures; and iv) a presentation of the issue of uncertainty and of the techniques of sensitivity and uncertainty analysis used in support of reliability and risk analysis.The book provides a technical basis for senior undergraduate or graduate courses and a reference for researchers and practitioners in the field of reliability and risk analysis. Several practical examples are included to demonstrate the application of the concepts and techniques in practice.

Machine Learning and Knowledge Discovery for Engineering Systems Health Management

Ashok N. Srivastava,Jiawei Han
Machine Learning and Knowledge Discovery for Engineering Systems Health Management Book PDF

Author : Ashok N. Srivastava,Jiawei Han
Publisher : CRC Press
Page : 489 pages
File Size : 54,7 Mb
Release : 2016-04-19
Category : Computers
ISBN : 9781439841792

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Machine Learning and Knowledge Discovery for Engineering Systems Health Management by Ashok N. Srivastava,Jiawei Han Pdf

This volume presents state-of-the-art tools and techniques for automatically detecting, diagnosing, and predicting the effects of adverse events in an engineered system. It emphasizes the importance of these techniques in managing the intricate interactions within and between engineering systems to maintain a high degree of reliability. Reflecting the interdisciplinary nature of the field, the book explains how the fundamental algorithms and methods of both physics-based and data-driven approaches effectively address systems health management in application areas such as data centers, aircraft, and software systems.

System Health Management

Stephen B. Johnson,Thomas J. Gormley,Seth S. Kessler,Charles D. Mott,Ann Patterson-Hine,Karl M. Reichard,Philip S. Scandura, Jr.
System Health Management Book PDF

Author : Stephen B. Johnson,Thomas J. Gormley,Seth S. Kessler,Charles D. Mott,Ann Patterson-Hine,Karl M. Reichard,Philip S. Scandura, Jr.
Publisher : John Wiley & Sons
Page : 659 pages
File Size : 54,7 Mb
Release : 2011-06-01
Category : Technology & Engineering
ISBN : 9781119998730

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System Health Management by Stephen B. Johnson,Thomas J. Gormley,Seth S. Kessler,Charles D. Mott,Ann Patterson-Hine,Karl M. Reichard,Philip S. Scandura, Jr. Pdf

System Health Management: with Aerospace Applications provides the first complete reference text for System Health Management (SHM), the set of technologies and processes used to improve system dependability. Edited by a team of engineers and consultants with SHM design, development, and research experience from NASA, industry, and academia, each heading up sections in their own areas of expertise and co-coordinating contributions from leading experts, the book collates together in one text the state-of-the-art in SHM research, technology, and applications. It has been written primarily as a reference text for practitioners, for those in related disciplines, and for graduate students in aerospace or systems engineering. There are many technologies involved in SHM and no single person can be an expert in all aspects of the discipline.System Health Management: with Aerospace Applications provides an introduction to the major technologies, issues, and references in these disparate but related SHM areas. Since SHM has evolved most rapidly in aerospace, the various applications described in this book are taken primarily from the aerospace industry. However, the theories, techniques, and technologies discussed are applicable to many engineering disciplines and application areas. Readers will find sections on the basic theories and concepts of SHM, how it is applied in the system life cycle (architecture, design, verification and validation, etc.), the most important methods used (reliability, quality assurance, diagnostics, prognostics, etc.), and how SHM is applied in operations (commercial aircraft, launch operations, logistics, etc.), to subsystems (electrical power, structures, flight controls, etc.) and to system applications (robotic spacecraft, tactical missiles, rotorcraft, etc.).

International Journal of Prognostics and Health Management Volume 1 (color)

PHM Society
International Journal of Prognostics and Health Management Volume 1 color Book PDF

Author : PHM Society
Publisher : Lulu.com
Page : 77 pages
File Size : 55,9 Mb
Release : 2013-09-24
Category : Technology & Engineering
ISBN : 9781936263103

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International Journal of Prognostics and Health Management Volume 1 (color) by PHM Society Pdf

PHM Society established International Journal of Prognostics and Health Management (IJPHM) in 2009 to facilitate archival publication of peer-reviewed results from research and development in the area of PHM. As a journal solely dedicated to the emerging field of PHM IJPHM is the first of its kind and has been a focal point for dissemination of peer-reviewed PHM knowledge. While for the first few years the journal maintained only an online presence, the printed volumes will now be available and can be obtained upon request. The first IJPHM volume came out in 2010 with three research papers that discussed the key issue of PHM performance that is still relevant to the maturing field of PHM.

Engineering Design under Uncertainty and Health Prognostics

Chao Hu,Byeng D. Youn,Pingfeng Wang
Engineering Design under Uncertainty and Health Prognostics Book PDF

Author : Chao Hu,Byeng D. Youn,Pingfeng Wang
Publisher : Springer
Page : 0 pages
File Size : 49,6 Mb
Release : 2018-06-26
Category : Technology & Engineering
ISBN : 3319925725

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Engineering Design under Uncertainty and Health Prognostics by Chao Hu,Byeng D. Youn,Pingfeng Wang Pdf

This book presents state-of-the-art probabilistic methods for the reliability analysis and design of engineering products and processes. It seeks to facilitate practical application of probabilistic analysis and design by providing an authoritative, in-depth, and practical description of what probabilistic analysis and design is and how it can be implemented. The text is packed with many practical engineering examples (e.g., electric power transmission systems, aircraft power generating systems, and mechanical transmission systems) and exercise problems. It is an up-to-date, fully illustrated reference suitable for both undergraduate and graduate engineering students, researchers, and professional engineers who are interested in exploring the fundamentals, implementation, and applications of probabilistic analysis and design methods.

From Prognostics and Health Systems Management to Predictive Maintenance 2

Brigitte Chebel-Morello,Jean-Marc Nicod,Christophe Varnier
From Prognostics and Health Systems Management to Predictive Maintenance 2 Book PDF

Author : Brigitte Chebel-Morello,Jean-Marc Nicod,Christophe Varnier
Publisher : John Wiley & Sons
Page : 170 pages
File Size : 45,5 Mb
Release : 2017-07-19
Category : Technology & Engineering
ISBN : 9781119436867

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From Prognostics and Health Systems Management to Predictive Maintenance 2 by Brigitte Chebel-Morello,Jean-Marc Nicod,Christophe Varnier Pdf

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.

Digital Twin Driven Smart Manufacturing

Fei Tao,Meng Zhang,A.Y.C. Nee
Digital Twin Driven Smart Manufacturing Book PDF

Author : Fei Tao,Meng Zhang,A.Y.C. Nee
Publisher : Academic Press
Page : 282 pages
File Size : 52,8 Mb
Release : 2019-02-07
Category : Technology & Engineering
ISBN : 9780128176313

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Digital Twin Driven Smart Manufacturing by Fei Tao,Meng Zhang,A.Y.C. Nee Pdf

Digital Twin Driven Smart Manufacturing examines the background, latest research, and application models for digital twin technology, and shows how it can be central to a smart manufacturing process. The interest in digital twin in manufacturing is driven by a need for excellent product reliability, and an overall trend towards intelligent, and connected manufacturing systems. This book provides an ideal entry point to this subject for readers in industry and academia, as it answers the questions: (a) What is a digital twin? (b) How to construct a digital twin? (c) How to use a digital twin to improve manufacturing efficiency? (d) What are the essential activities in the implementation of a digital twin? (e) What are the most important obstacles to overcome for the successful deployment of a digital twin? (f) What are the relations between digital twin and New Technologies? (g) How to combine digital twin with the New Technologies to achieve high efficiency and smartness in manufacturing? This book focuses on these problems as it aims to help readers make the best use of digital twin technology towards smart manufacturing. Analyzes the differences, synergies and possibilities for integration between digital twin technology and other technologies, such as big data, service and Internet of Things Discuss new requirements for a traditional three-dimension digital twin and proposes a methodology for a five-dimension version Investigates new models for optimized manufacturing, prognostics and health management, and cyber-physical fusion based on the digital twin