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Enabling Flexibility in Process-Aware Information Systems

Author : Manfred Reichert
Publisher : Springer Science & Business Media
ISBN 13 : 3642304095
Total Pages : 517 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Enabling Flexibility in Process-Aware Information Systems by : Manfred Reichert

Download or read book Enabling Flexibility in Process-Aware Information Systems written by Manfred Reichert and published by Springer Science & Business Media. This book was released on 2012-08-28 with total page 517 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today’s dynamic business world, the success of a company increasingly depends on its ability to react to changes in its environment in a quick and flexible way. Companies have therefore identified process agility as a competitive advantage to address business trends like increasing product and service variability or faster time to market, and to ensure business IT alignment. Along this trend, a new generation of information systems has emerged—so-called process-aware information systems (PAIS), like workflow management systems, case handling tools, and service orchestration engines. With this book, Reichert and Weber address these flexibility needs and provide an overview of PAIS with a strong focus on methods and technologies fostering flexibility for all phases of the process lifecycle (i.e., modeling, configuration, execution and evolution). Their presentation is divided into six parts. Part I starts with an introduction of fundamental PAIS concepts and establishes the context of process flexibility in the light of practical scenarios. Part II focuses on flexibility support for pre-specified processes, the currently predominant paradigm in the field of business process management (BPM). Part III details flexibility support for loosely specified processes, which only partially specify the process model at build-time, while decisions regarding the exact specification of certain model parts are deferred to the run-time. Part IV deals with user- and data-driven processes, which aim at a tight integration of processes and data, and hence enable an increased flexibility compared to traditional PAIS. Part V introduces existing technologies and systems for the realization of a flexible PAIS. Finally, Part VI summarizes the main ideas of this book and gives an outlook on advanced flexibility issues. The book’s target groups include researchers, PhD students and Master students in the field of information systems. After reading the book, they will better understand PAIS flexibility aspects. To support the easy use as a textbook, a series of exercises is provided at the end of each chapter and slides and further teaching material are available on the book’s web site www.flexible-processes.com. Professionals specializing in business process management (BPM) who want to obtain a good understanding of flexibility challenges in BPM and state-of-the-art solutions will also benefit from the presentations of open source as well as commercial process management systems and related practical scenarios.

The Content for Training in Project ENABLE

Author : Martin L. Birnbaum
Publisher :
ISBN 13 :
Total Pages : 104 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis The Content for Training in Project ENABLE by : Martin L. Birnbaum

Download or read book The Content for Training in Project ENABLE written by Martin L. Birnbaum and published by . This book was released on 1967 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Artificial Intelligence-Enabled Digital Twin for Smart Manufacturing

Author : Amit Kumar Tyagi
Publisher : John Wiley & Sons
ISBN 13 : 1394303580
Total Pages : 628 pages
Book Rating : 4.3/5 (943 download)

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Book Synopsis Artificial Intelligence-Enabled Digital Twin for Smart Manufacturing by : Amit Kumar Tyagi

Download or read book Artificial Intelligence-Enabled Digital Twin for Smart Manufacturing written by Amit Kumar Tyagi and published by John Wiley & Sons. This book was released on 2024-09-11 with total page 628 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential book on the applications of AI and digital twin technology in the smart manufacturing sector. In the rapidly evolving landscape of modern manufacturing, the integration of cutting-edge technologies has become imperative for businesses to remain competitive and adaptive. Among these technologies, Artificial Intelligence (AI) stands out as a transformative force, revolutionizing traditional manufacturing processes and making the way for the era of smart manufacturing. At the heart of this technological revolution lies the concept of the Digital Twin—an innovative approach that bridges the physical and digital realms of manufacturing. By creating a virtual representation of physical assets, processes, and systems, organizations can gain unprecedented insights, optimize operations, and enhance decision-making capabilities. This timely book explores the convergence of AI and Digital Twin technologies to empower smart manufacturing initiatives. Through a comprehensive examination of principles, methodologies, and practical applications, it explains the transformative potential of AI-enabled Digital Twins across various facets of the manufacturing lifecycle. From design and prototyping to production and maintenance, AI-enabled Digital Twins offer multifaceted advantages that redefine traditional paradigms. By leveraging AI algorithms for data analysis, predictive modeling, and autonomous optimization, manufacturers can achieve unparalleled levels of efficiency, quality, and agility. This book explains how AI enhances the capabilities of Digital Twins by creating a powerful tool that can optimize production processes, improve product quality, and streamline operations. Note that the Digital Twin in this context is a virtual representation of a physical manufacturing system, including machines, processes, and products. It continuously collects real-time data from sensors and other sources, allowing it to mirror the physical system’s behavior and performance. What sets this Digital Twin apart is the incorporation of AI algorithms and machine learning techniques that enable it to analyze and predict outcomes, recommend improvements, and autonomously make adjustments to enhance manufacturing efficiency. This book outlines essential elements, like real-time monitoring of machines, predictive analytics of machines and data, optimization of the resources, quality control of the product, resource management, decision support (timely or quickly accurate decisions). Moreover, this book elucidates the symbiotic relationship between AI and Digital Twins, highlighting how AI augments the capabilities of Digital Twins by infusing them with intelligence, adaptability, and autonomy. Hence, this book promises to enhance competitiveness, reduce operational costs, and facilitate innovation in the manufacturing industry. By harnessing AI’s capabilities in conjunction with Digital Twins, manufacturers can achieve a more agile and responsive production environment, ultimately driving the evolution of smart factories and Industry 4.0/5.0. Audience This book has a wide audience in computer science, artificial intelligence, and manufacturing engineering, as well as engineers in a variety of industrial manufacturing industries. It will also appeal to economists and policymakers working on the circular economy, clean tech investors, industrial decision-makers, and environmental professionals.

Enabling Enterprise Transformation

Author : Nagy K. Hanna
Publisher : Springer Science & Business Media
ISBN 13 : 1441915087
Total Pages : 321 pages
Book Rating : 4.4/5 (419 download)

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Book Synopsis Enabling Enterprise Transformation by : Nagy K. Hanna

Download or read book Enabling Enterprise Transformation written by Nagy K. Hanna and published by Springer Science & Business Media. This book was released on 2009-12-11 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Private enterprises in advanced economies have been learning to use information and communication technology (ICT) to innovate and transform their processes, products, services and business models, significantly improving productivity and competitiveness. Moreover, the ICT industry itself has become a major source of job creation and a contributor to economic growth and business transformation. A key question today is whether and how developing countries can learn to benefit from the ICT revolution, and what roles the government and private sector can play. Already, a number of developing countries have been inspired by the example of India and China, and are now seeking to jump on the outsourcing bandwagon. Nevertheless, with few exceptions in the developing world, little attention has been paid by policymakers and practitioners to invest systematically and proactively in ICT-enabled growth, poverty reduction and grassroots innovation. Most communities and small and medium-sized enterprises in developing countries, for example, face multiple constraints to adopting and leveraging this general purpose technology, and lack the capabilities for maximizing its potential. In "Enabling Enterprise Transformation", Nagy Hanna draws on his rich experience of over 35 years at the World Bank and other aid agencies as a development strategist and ICT policy expert, the most current research, and best practices from around the world to provide practical tools for promoting economic and social transformation through ICT. He assesses various initiatives to develop and diffuse ICT, such as innovation funds, incubators, parks, public-private partnerships, and comprehensive promotion programs. He argues for the strategic options now open for developing countries to participate in ICT production, to deploy ICT to transform industries and services, and to leverage ICT as a new national infrastructure for improving the business environment and enhancing the competitiveness of the whole economy. The challenge for leaders in developing countries is to create such social and institutional dynamics for learning about ICT use and adaptation at many levels. Lessons gained so far from programs to build these social learning and innovation capabilities at the institutional and grassroots levels should be shared among developing countries, and a dialogue among business leaders, policymakers, development agencies, educational institutions, and the general citizenry must be advanced.

Enabling Technology for Neurodevelopmental Disorders

Author : Tanu Wadhera
Publisher : Routledge
ISBN 13 : 100053605X
Total Pages : 236 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Enabling Technology for Neurodevelopmental Disorders by : Tanu Wadhera

Download or read book Enabling Technology for Neurodevelopmental Disorders written by Tanu Wadhera and published by Routledge. This book was released on 2022-04-20 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This cutting-edge volume explores how technological tools can be designed, engineered and implemented to assess and support individuals with neurodevelopmental disorders from diagnosis through to rehabilitation. Tanu Wadhera and Deepti Kakkar and their expert contributors focus on technological tools as equalizers in Neurodevelopmental disorders (NDDs) at every stage, the importance of demand-specific design, and how we can best engineer and deploy both invasive and non-invasive individual-centered approaches that support and connect individuals. Considering the perspectives of patients, clinicians and technologists, it explores key topics including design and evaluation of platforms for tech-tools, automated diagnosis, brain imaging techniques, tech-diagnostic frameworks with AI and machine learning, sensing technology, smart brain prosthetics, gamification, alternative communication devices, and education tools and interactive toys. Outlining future challenges for research, Enabling Technology for Neurodevelopmental Disorders is useful for scholars and professionals in psychology, technology, engineering and medicine concerned with design, development and evaluation of a range of assistive technological tools.

Software-Enabled Control

Author : Tariq Samad
Publisher : John Wiley & Sons
ISBN 13 : 9780471234364
Total Pages : 448 pages
Book Rating : 4.2/5 (343 download)

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Book Synopsis Software-Enabled Control by : Tariq Samad

Download or read book Software-Enabled Control written by Tariq Samad and published by John Wiley & Sons. This book was released on 2003-05-01 with total page 448 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discusses open systems, object orientation, software agents, domain-specific languages, component architectures, as well as the dramatic IT-enabled improvements in memory, communication, and processing resources that are now available for sophisticated control algorithms to exploit. Useful for practitioners and researchers in the fields of real-time systems, aerospace engineering, embedded systems, and artificial intelligence.

Enabling Blockchain Technology for Secure Networking and Communications

Author : Ben Mnaouer, Adel
Publisher : IGI Global
ISBN 13 : 1799858413
Total Pages : 339 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Enabling Blockchain Technology for Secure Networking and Communications by : Ben Mnaouer, Adel

Download or read book Enabling Blockchain Technology for Secure Networking and Communications written by Ben Mnaouer, Adel and published by IGI Global. This book was released on 2021-06-11 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, the surge of blockchain technology has been rising due to is proven reliability in ensuring secure and effective transactions, even between untrusted parties. Its application is broad and covers public and private domains varying from traditional communication networks to more modern networks like the internet of things and the internet of energy crossing fog and edge computing, among others. As technology matures and its standard use cases are established, there is a need to gather recent research that can shed light on several aspects and facts on the use of blockchain technology in different fields of interest. Enabling Blockchain Technology for Secure Networking and Communications consolidates the recent research initiatives directed towards exploiting the advantages of blockchain technology for benefiting several areas of applications that vary from security and robustness to scalability and privacy-preserving and more. The chapters explore the current applications of blockchain for networking and communications, the future potentials of blockchain technology, and some not-yet-prospected areas of research and its application. This book is ideal for practitioners, stakeholders, researchers, academicians, and students interested in the concepts of blockchain technology and the potential and pitfalls of its application in different utilization domains.

Power Electronics-Enabled Autonomous Power Systems

Author : Qing-Chang Zhong
Publisher : John Wiley & Sons
ISBN 13 : 1118803507
Total Pages : 612 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis Power Electronics-Enabled Autonomous Power Systems by : Qing-Chang Zhong

Download or read book Power Electronics-Enabled Autonomous Power Systems written by Qing-Chang Zhong and published by John Wiley & Sons. This book was released on 2020-03-05 with total page 612 pages. Available in PDF, EPUB and Kindle. Book excerpt: Power systems worldwide are going through a paradigm shift from centralized generation to distributed generation. This book presents the SYNDEM (i.e., synchronized and democratized) grid architecture and its technical routes to harmonize the integration of renewable energy sources, electric vehicles, storage systems, and flexible loads, with the synchronization mechanism of synchronous machines, to enable autonomous operation of power systems, and to promote energy freedom. This is a game changer for the grid. It is the sort of breakthrough — like the touch screen in smart phones — that helps to push an industry from one era to the next, as reported by Keith Schneider, a New York Times correspondent since 1982. This book contains an introductory chapter and additional 24 chapters in five parts: Theoretical Framework, First-Generation VSM (virtual synchronous machines), Second-Generation VSM, Third-Generation VSM, and Case Studies. Most of the chapters include experimental results. As the first book of its kind for power electronics-enabled autonomous power systems, it • introduces a holistic architecture applicable to both large and small power systems, including aircraft power systems, ship power systems, microgrids, and supergrids • provides latest research to address the unprecedented challenges faced by power systems and to enhance grid stability, reliability, security, resiliency, and sustainability • demonstrates how future power systems achieve harmonious interaction, prevent local faults from cascading into wide-area blackouts, and operate autonomously with minimized cyber-attacks • highlights the significance of the SYNDEM concept for power systems and beyond Power Electronics-Enabled Autonomous Power Systems is an excellent book for researchers, engineers, and students involved in energy and power systems, electrical and control engineering, and power electronics. The SYNDEM theoretical framework chapter is also suitable for policy makers, legislators, entrepreneurs, commissioners of utility commissions, energy and environmental agency staff, utility personnel, investors, consultants, and attorneys.

Enabling Consumer and Entrepreneurial Literacy in Subsistence Marketplaces

Author : Madhubalan Viswanathan
Publisher : Springer Science & Business Media
ISBN 13 : 1402057695
Total Pages : 241 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Enabling Consumer and Entrepreneurial Literacy in Subsistence Marketplaces by : Madhubalan Viswanathan

Download or read book Enabling Consumer and Entrepreneurial Literacy in Subsistence Marketplaces written by Madhubalan Viswanathan and published by Springer Science & Business Media. This book was released on 2008-06-01 with total page 241 pages. Available in PDF, EPUB and Kindle. Book excerpt: In a groundbreaking text that will inspire literacy educators, the authors here describe research on low-literate, poor buyers and sellers in subsistence marketplaces. They examine the consequent development of an innovative marketplace literacy educational program that enables consumer and entrepreneurial literacy. Then, they look at the implications of the research and the educational program for business, education, and a variety of disciplines and functions.

Self-Driving Vehicles and Enabling Technologies

Author :
Publisher : BoD – Books on Demand
ISBN 13 : 1838810676
Total Pages : 198 pages
Book Rating : 4.8/5 (388 download)

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Book Synopsis Self-Driving Vehicles and Enabling Technologies by :

Download or read book Self-Driving Vehicles and Enabling Technologies written by and published by BoD – Books on Demand. This book was released on 2021-09-22 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines the development and technical progress of self-driving vehicles in the context of the Vision Zero project from the European Union, which aims to eliminate highway system fatalities and serious accidents by 2050. It presents the concept of Autonomous Driving (AD) and discusses its applications in transportation, logistics, space, agriculture, and industrial and home automation.

Enabling Real-time Analytics on IBM z Systems Platform

Author : Lydia Parziale
Publisher : IBM Redbooks
ISBN 13 : 0738441864
Total Pages : 218 pages
Book Rating : 4.7/5 (384 download)

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Book Synopsis Enabling Real-time Analytics on IBM z Systems Platform by : Lydia Parziale

Download or read book Enabling Real-time Analytics on IBM z Systems Platform written by Lydia Parziale and published by IBM Redbooks. This book was released on 2016-08-08 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Regarding online transaction processing (OLTP) workloads, IBM® z SystemsTM platform, with IBM DB2®, data sharing, Workload Manager (WLM), geoplex, and other high-end features, is the widely acknowledged leader. Most customers now integrate business analytics with OLTP by running, for example, scoring functions from transactional context for real-time analytics or by applying machine-learning algorithms on enterprise data that is kept on the mainframe. As a result, IBM adds investment so clients can keep the complete lifecycle for data analysis, modeling, and scoring on z Systems control in a cost-efficient way, keeping the qualities of services in availability, security, reliability that z Systems solutions offer. Because of the changed architecture and tighter integration, IBM has shown, in a customer proof-of-concept, that a particular client was able to achieve an orders-of-magnitude improvement in performance, allowing that client's data scientist to investigate the data in a more interactive process. Open technologies, such as Predictive Model Markup Language (PMML) can help customers update single components instead of being forced to replace everything at once. As a result, you have the possibility to combine your preferred tool for model generation (such as SAS Enterprise Miner or IBM SPSS® Modeler) with a different technology for model scoring (such as Zementis, a company focused on PMML scoring). IBM SPSS Modeler is a leading data mining workbench that can apply various algorithms in data preparation, cleansing, statistics, visualization, machine learning, and predictive analytics. It has over 20 years of experience and continued development, and is integrated with z Systems. With IBM DB2 Analytics Accelerator 5.1 and SPSS Modeler 17.1, the possibility exists to do the complete predictive model creation including data transformation within DB2 Analytics Accelerator. So, instead of moving the data to a distributed environment, algorithms can be pushed to the data, using cost-efficient DB2 Accelerator for the required resource-intensive operations. This IBM Redbooks® publication explains the overall z Systems architecture, how the components can be installed and customized, how the new IBM DB2 Analytics Accelerator loader can help efficient data loading for z Systems data and external data, how in-database transformation, in-database modeling, and in-transactional real-time scoring can be used, and what other related technologies are available. This book is intended for technical specialists and architects, and data scientists who want to use the technology on the z Systems platform. Most of the technologies described in this book require IBM DB2 for z/OS®. For acceleration of the data investigation, data transformation, and data modeling process, DB2 Analytics Accelerator is required. Most value can be achieved if most of the data already resides on z Systems platforms, although adding external data (like from social sources) poses no problem at all.

New Materials and Devices Enabling 5G Applications and Beyond

Author : Nadine Collaert
Publisher : Elsevier
ISBN 13 : 0128234504
Total Pages : 369 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis New Materials and Devices Enabling 5G Applications and Beyond by : Nadine Collaert

Download or read book New Materials and Devices Enabling 5G Applications and Beyond written by Nadine Collaert and published by Elsevier. This book was released on 2024-01-24 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: New Materials and Devices for 5G Applications and Beyond focuses on the materials, device architectures and enabling integration schemes for 5G applications and emerging technologies. It gives a comprehensive overview of the trade-offs, challenges and unique properties of novel upcoming technologies. Starting from the application side and its requirements, the book examines different technologies under consideration for the different functions, both more conventional to exploratory, and within this context the book provides guidance to the reader on how to possibly optimize the system for a particular application. This book aims at guiding the reader through the technologies required to enable 5G applications, with the main focus on mm-wave frequencies, up to THz. New Materials and Devises for 5G Applications and Beyond is suitable for industrial researchers and development engineers, and researchers in materials science, device engineering and circuit design. Reviews challenges and emerging opportunities for materials, devices, and integration to enable 5G technologies Includes discussion of technologies such as RF-MEMs, RF FINFETs, and transistors based on current and emerging materials (InP, GaN, etc.) Focuses on mm-wave frequencies up to the terahertz regime

The Practical Statutes of the Session ...

Author : Great Britain
Publisher :
ISBN 13 :
Total Pages : 1102 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis The Practical Statutes of the Session ... by : Great Britain

Download or read book The Practical Statutes of the Session ... written by Great Britain and published by . This book was released on 1922 with total page 1102 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Public Laws of the State of Illinois

Author : Illinois
Publisher :
ISBN 13 :
Total Pages : 412 pages
Book Rating : 4.:/5 (319 download)

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Book Synopsis Public Laws of the State of Illinois by : Illinois

Download or read book Public Laws of the State of Illinois written by Illinois and published by . This book was released on 1903 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt:

An Enabling Foundation for NASA's Earth and Space Science Missions

Author : National Research Council
Publisher : National Academies Press
ISBN 13 : 0309151589
Total Pages : 77 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis An Enabling Foundation for NASA's Earth and Space Science Missions by : National Research Council

Download or read book An Enabling Foundation for NASA's Earth and Space Science Missions written by National Research Council and published by National Academies Press. This book was released on 2010-02-25 with total page 77 pages. Available in PDF, EPUB and Kindle. Book excerpt: NASA's space and Earth science program is composed of two principal components: spaceflight projects and mission-enabling activities. Most of the budget of NASA's Science Mission Directorate (SMD) is applied to spaceflight missions, but NASA identifies nearly one quarter of the SMD budget as "mission enabling." The principal mission-enabling activities, which traditionally encompass much of NASA's research and analysis (R&A) programs, include support for basic research, theory, modeling, and data analysis; suborbital payloads and flights and complementary ground-based programs; advanced technology development; and advanced mission and instrumentation concept studies. While the R&A program is essential to the development and support of NASA's diverse set of space and Earth science missions, defining and articulating an appropriate scale for mission-enabling activities have posed a challenge throughout NASA's history. This volume identifies the appropriate roles for mission-enabling activities and metrics for assessing their effectiveness. Furthermore, the book evaluates how, from a strategic perspective, decisions should be made about balance between mission-related and mission-enabling elements of the overall program as well as balance between various elements within the mission-enabling component. Collectively, these efforts will help SMD to make a good program even better.

Guidelines for Enabling Conditions and Conditional Modifiers in Layer of Protection Analysis

Author : CCPS (Center for Chemical Process Safety)
Publisher : John Wiley & Sons
ISBN 13 : 111877793X
Total Pages : 134 pages
Book Rating : 4.1/5 (187 download)

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Book Synopsis Guidelines for Enabling Conditions and Conditional Modifiers in Layer of Protection Analysis by : CCPS (Center for Chemical Process Safety)

Download or read book Guidelines for Enabling Conditions and Conditional Modifiers in Layer of Protection Analysis written by CCPS (Center for Chemical Process Safety) and published by John Wiley & Sons. This book was released on 2013-11-18 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: The initial Layer of protection analysis (LOPA) book published in 2001 set the rules and approaches for using LOPA as an intermediate method between purely qualitative hazards evaluation/analysis and more quantitative analysis methods. Basic LOPA provides an order-of-magnitude risk estimate of risk with fairly reproducible results. LOPA results are considered critical in determining safety integrity level for design of safety instrumented systems. This guideline clarifies key concepts and reinforces the limitations and the requirements of LOPA. The main scope of the guideline is to provide examples of CMs and ECs and to provide concrete guidance on the protocols that must be followed to use these concepts. The book presents a brief overview of Layer of Protection Analysis (LOPA) and its variations, and summarizes terminology used for evaluating scenarios in the context of a typical incident sequence. It defines and illustrates the most common types of ECs and CMs and shows how they interrelate to risk criteria as well as their application to other methods.

OECD Science, Technology and Innovation Outlook 2023 Enabling Transitions in Times of Disruption

Author : OECD
Publisher : OECD Publishing
ISBN 13 : 9264422382
Total Pages : 227 pages
Book Rating : 4.2/5 (644 download)

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Book Synopsis OECD Science, Technology and Innovation Outlook 2023 Enabling Transitions in Times of Disruption by : OECD

Download or read book OECD Science, Technology and Innovation Outlook 2023 Enabling Transitions in Times of Disruption written by OECD and published by OECD Publishing. This book was released on 2023-03-16 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sociotechnical systems in areas like energy, agrifood and mobility need to transform rapidly to become more sustainable and resilient. Science, technology and innovation (STI) have essential roles in these transformations, but governments must be more ambitious and act with greater urgency in their STI policies to meet these challenges.