Digital Twins In Manufacturing

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Digital Twin Driven Smart Manufacturing

Author : Fei Tao
Publisher : Academic Press
ISBN 13 : 0128176318
Total Pages : 282 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Digital Twin Driven Smart Manufacturing by : Fei Tao

Download or read book Digital Twin Driven Smart Manufacturing written by Fei Tao and published by Academic Press. This book was released on 2019-02-07 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Building Industrial Digital Twins

Author : Shyam Varan Nath
Publisher : Packt Publishing Ltd
ISBN 13 : 1839214511
Total Pages : 286 pages
Book Rating : 4.8/5 (392 download)

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Book Synopsis Building Industrial Digital Twins by : Shyam Varan Nath

Download or read book Building Industrial Digital Twins written by Shyam Varan Nath and published by Packt Publishing Ltd. This book was released on 2021-11-02 with total page 286 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build your first digital twin MVP and gain first-hand experience of using the technology, the challenges it presents, and its impact on your organization Key FeaturesCreate a digital twin prototype using Microsoft Azure Digital TwinExplore the digital twin approach to the design, operations, and maintenance of industrial assets and productsUnderstand key characteristics and components of a digital twin through practical use cases and business scenariosBook Description Digital twin technology enables organizations to create digital representations of physical entities such as assets, systems, and processes throughout their life cycle. It improves asset performance, utilization, and safe operations and reduces manufacturing, operational, and maintenance costs. The book begins by introducing you to the concept of digital twins and sets you on a path to develop a digital twin strategy to positively influence business outcomes in your organization. You'll understand how digital twins relate to physical assets, processes, and technology and learn about the prerequisite conditions for the right platform, scale, and use case of your digital twins. You'll then get hands-on with Microsoft's Azure Digital Twins platform for your digital twin development and deployment. The book equips you with the knowledge to evaluate enterprise and specialty platforms, including the cloud and industrial IoT required to set up your digital twin prototype. Once you've built your prototype, you'll be able to test and validate it relative to the intended purpose of the twin through pilot deployment, full deployment, and value tracking techniques. By the end of this book, you'll have developed the skills to build and deploy your digital twin prototype, or minimum viable twin, to demonstrate, assess, and monitor your asset at specific stages in the asset life cycle. What you will learnIdentify key criteria for the applicability of digital twins in your organizationExplore the RACI matrix and rapid experimentation for choosing the right tech stack for your digital twin systemEvaluate public cloud, industrial IoT, and enterprise platforms to set up your prototypeDevelop a digital twin prototype and validate it using a unit test, integration test, and functional testPerform an RoI analysis of your digital twin to determine its economic viability for the businessDiscover techniques to improve your digital twin for future enhancementsWho this book is for The digital twin book is for mid-career subject experts, including engineers and operations managers, building their first prototype (MVP) using digital twin technology. The book will help professionals responsible for mechanical, process, and reliability engineering domains. You don't have to be a developer or programmer, but beginner-level programming skills will be helpful.

Mirror Worlds

Author : David Gelernter
Publisher : Oxford University Press
ISBN 13 : 0195344855
Total Pages : 254 pages
Book Rating : 4.1/5 (953 download)

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Book Synopsis Mirror Worlds by : David Gelernter

Download or read book Mirror Worlds written by David Gelernter and published by Oxford University Press. This book was released on 1993-01-28 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Technology doesn't flow smoothly; it's the big surprises that matter, and Yale computer expert David Gelernter sees one such giant leap right on the horizon. Today's small scale software programs are about to be joined by vast public software works that will revolutionize computing and transform society as a whole. One such vast program is the "Mirror World." Imagine looking at your computer screen and seeing reality--an image of your city, for instance, complete with moving traffic patterns, or a picture that sketches the state of an entire far-flung corporation at this second. These representations are called Mirror Worlds, and according to Gelernter they will soon be available to everyone. Mirror Worlds are high-tech voodoo dolls: by interacting with the images, you interact with reality. Indeed, Mirror Worlds will revolutionize the use of computers, transforming them from (mere) handy tools to crystal balls which will allow us to see the world more vividly and see into it more deeply. Reality will be replaced gradually, piece-by-piece, by a software imitation; we will live inside the imitation; and the surprising thing is--this will be a great humanistic advance. We gain control over our world, plus a huge new measure of insight and vision. In this fascinating book--part speculation, part explanation--Gelernter takes us on a tour of the computer technology of the near future. Mirror Worlds, he contends, will allow us to explore the world in unprecedented depth and detail without ever changing out of our pajamas. A hospital administrator might wander through an entire medical complex via a desktop computer. Any citizen might explore the performance of the local schools, chat electronically with teachers and other Mirror World visitors, plant software agents to report back on interesting topics; decide to run for the local school board, hire a campaign manager, and conduct the better part of the campaign itself--all by interacting with the Mirror World. Gelernter doesn't just speculate about how this amazing new software will be used--he shows us how it will be made, explaining carefully and in detail how to build a Mirror World using technology already available. We learn about "disembodied machines," "trellises," "ensembles," and other computer components which sound obscure, but which Gelernter explains using familiar metaphors and terms. (He tells us that a Mirror World is a microcosm just like a Japanese garden or a Gothic cathedral, and that a computer program is translated by the computer in the same way a symphony is translated by a violinist into music.) Mirror Worlds offers a lucid and humanistic account of the coming software revolution, told by a computer scientist at the cutting edge of his field.

Digital Twin – Fundamental Concepts to Applications in Advanced Manufacturing

Author : Surjya Kanta Pal
Publisher : Springer Nature
ISBN 13 : 3030818152
Total Pages : 465 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Digital Twin – Fundamental Concepts to Applications in Advanced Manufacturing by : Surjya Kanta Pal

Download or read book Digital Twin – Fundamental Concepts to Applications in Advanced Manufacturing written by Surjya Kanta Pal and published by Springer Nature. This book was released on 2021-08-12 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides readers with a guide to the use of Digital Twin in manufacturing. It presents a collection of fundamental ideas about sensor electronics and data acquisition, signal and image processing techniques, seamless data communications, artificial intelligence and machine learning for decision making, and explains their necessity for the practical application of Digital Twin in Industry. Providing case studies relevant to the manufacturing processes, systems, and sub-systems, this book is beneficial for both academics and industry professionals within the field of Industry 4.0 and digital manufacturing.

Design and Operation of Production Networks for Mass Personalization in the Era of Cloud Technology

Author : Dimitris Mourtzis
Publisher : Elsevier
ISBN 13 : 0128236582
Total Pages : 410 pages
Book Rating : 4.1/5 (282 download)

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Book Synopsis Design and Operation of Production Networks for Mass Personalization in the Era of Cloud Technology by : Dimitris Mourtzis

Download or read book Design and Operation of Production Networks for Mass Personalization in the Era of Cloud Technology written by Dimitris Mourtzis and published by Elsevier. This book was released on 2021-11-10 with total page 410 pages. Available in PDF, EPUB and Kindle. Book excerpt: Design and Operation of Production Networks for Mass Personalization in the Era of Cloud Technology draws on the latest industry advances to provide everything needed for the effective implementation of this powerful tool. Shorter product lifecycles have increased pressure on manufacturers through the increasing variety and complexity of production, challenging their workforce to remain competitive and profitable. This has led to innovation in production network methodologies, which together with opportunities provided by new digital technologies has fed a rapid evolution of production engineering that has opened new solutions to the challenges of mass personalization and market uncertainty. In addition to the latest developments in cloud technology, reference is made to key enabling technologies, including artificial intelligence, the digital twin, big data analytics, and the internet of things (IoT) to help users integrate the cloud approach with a fully digitalized production system. Presents diverse cases that show how cloud-based technologies can be used in different ways as part of the standard operation of global production networks Provides detailed reviews of new technologies like the digital twin, big data analytics, and blockchain to provide context on the role of cloud technologies in a fully digitalized system Explores future trends for cloud technology and production engineering

Transdisciplinary Perspectives on Complex Systems

Author : Franz-Josef Kahlen
Publisher : Springer
ISBN 13 : 3319387561
Total Pages : 327 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Transdisciplinary Perspectives on Complex Systems by : Franz-Josef Kahlen

Download or read book Transdisciplinary Perspectives on Complex Systems written by Franz-Josef Kahlen and published by Springer. This book was released on 2016-08-16 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents an internationally comprehensive perspective into the field of complex systems. It explores the challenges of and approaches to complexity from a broad range of disciplines, including big data, health care, medicine, mathematics, mechanical and systems engineering, air traffic control and finance. The book’s interdisciplinary character allows readers to identify transferable and mutually exclusive lessons learned among these disciplines and beyond. As such, it is well suited to the transfer of applications and methodologies between ostensibly incompatible disciplines. This book provides fresh perspectives on comparable issues of complexity from the top minds on systems thinking.

Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future

Author : Theodor Borangiu
Publisher : Springer
ISBN 13 : 3030274772
Total Pages : 440 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future by : Theodor Borangiu

Download or read book Service Oriented, Holonic and Multi-agent Manufacturing Systems for Industry of the Future written by Theodor Borangiu and published by Springer. This book was released on 2019-08-02 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: This proceedings book presents selected peer-reviewed papers from the 9th International Workshop on ‘Service Oriented, Holonic and Multi-agent Manufacturing Systems for the Industry of the Future’ organized by Universitat Politècnica de València, Spain, and held on October 3–4, 2019. The SOHOMA 2019 Workshop aimed to foster innovation in the digital transformation of manufacturing and logistics by promoting new concepts and methods and solutions through service orientation in holonic and agent-based control with distributed intelligence. The book provides insights into the theme of the SOHOMA’19 Workshop – ‘Smart anything everywhere – the vertical and horizontal manufacturing integration, ’ addressing ‘Industry of the Future’ (IoF), a term used to describe the 4th industrial revolution initiated by a new generation of adaptive, fully connected, analytical and highly efficient robotized manufacturing systems. This global IoF model describes a new stage of manufacturing, that is fully automatized and uses advanced information, communication and control technologies such as industrial IoT, cyber-physical production systems, cloud manufacturing, resource virtualization, product intelligence, and digital twin, edge and fog computing. It presents the IoF interconnection of distributed manufacturing entities using a ‘system-of-systems’ approach, discussing new types of highly interconnected and self-organizing production resources in the entire value chain; and new types of intelligent decision-making support based on from real-time production data collected from resources, products and machine learning processing. This book is intended for researchers and engineers working in the manufacturing value chain, and specialists developing computer-based control and robotics solutions for the ‘Industry of the Future’. It is also a valuable resource for master’s and Ph.D. students in engineering sciences programs.

Digital Twins in Industry

Author : A.Y.C. Nee
Publisher :
ISBN 13 : 9783036517995
Total Pages : 226 pages
Book Rating : 4.5/5 (179 download)

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Book Synopsis Digital Twins in Industry by : A.Y.C. Nee

Download or read book Digital Twins in Industry written by A.Y.C. Nee and published by . This book was released on 2021 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Twins in Industry is a compilation of works by authors with specific emphasis on industrial applications. Much of the research on digital twins has been conducted by the academia in both theoretical considerations and laboratory-based prototypes. Industry, while taking the lead on larger scale implementations of Digital Twins (DT) using sophisticated software, is concentrating on dedicated solutions that are not within the reach of the average-sized industries. This book covers 11 chapters of various implementations of DT. It provides an insight for companies who are contemplating the adaption of the DT technology, as well as researchers and senior students in exploring the potential of DT and its associated technologies.

Digital Twin Technology

Author : Gopal Chaudhary
Publisher : CRC Press
ISBN 13 : 1000455874
Total Pages : 253 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Digital Twin Technology by : Gopal Chaudhary

Download or read book Digital Twin Technology written by Gopal Chaudhary and published by CRC Press. This book was released on 2021-10-05 with total page 253 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most of the business sectors consider the Digital Twin concept as the next big thing in the industry. A current state analysis of their digital counterparts helps in the prediction of the future of physical assets. Organizations obtain better insights on their product performance through the implementation of Digital Twins, and the applications of the technology are frequently in sectors such as manufacturing, automobile, retail, health care, smart cities, industrial IoT, etc. This book explores the latest developments and covers the significant challenges, issues, and advances in Digital Twin Technology. It will be an essential resource for anybody involved in related industries, as well as anybody interested in learning more about this nascent technology. This book includes: The future, present, and past of Digital Twin Technology. Digital twin technologies across the Internet of Drones, which developed various perceptive and autonomous capabilities, towards different control strategies such as object detection, navigation, security, collision avoidance, and backup. These approaches help to deal with the expansive growth of big data solutions. The recent digital twin concept in agriculture, which offers the vertical framing by IoT installation development to enhance the problematic food supply situation. It also allows for significant energy savings practices. It is highly required to overcome those challenges in developing advanced imaging methods of disease detection & prediction to achieve more accuracy in large land areas of crops. The welfare of upcoming archetypes such as digitalization in forensic analysis. The ideas of digital twin have arisen to style the corporeal entity and associated facts reachable software and customers over digital platforms. Wind catchers as earth building: Digital Twins vs. green sustainable architecture.

Mechatronic Futures

Author : Peter Hehenberger
Publisher : Springer
ISBN 13 : 3319321560
Total Pages : 273 pages
Book Rating : 4.3/5 (193 download)

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Book Synopsis Mechatronic Futures by : Peter Hehenberger

Download or read book Mechatronic Futures written by Peter Hehenberger and published by Springer. This book was released on 2016-06-10 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offering a comprehensive overview of the challenges, risks and options facing the future of mechatronics, this book provides insights into how these issues are currently assessed and managed. Building on the previously published book ‘Mechatronics in Action,’ it identifies and discusses the key issues likely to impact on future mechatronic systems. It supports mechatronics practitioners in identifying key areas in design, modeling and technology and places these in the wider context of concepts such as cyber-physical systems and the Internet of Things. For educators it considers the potential effects of developments in these areas on mechatronic course design, and ways of integrating these. Written by experts in the field, it explores topics including systems integration, design, modeling, privacy, ethics and future application domains. Highlighting novel innovation directions, it is intended for academics, engineers and students working in the field of mechatronics, particularly those developing new concepts, methods and ideas.

Proceedings of the 27th International Conference on Systems Engineering, ICSEng 2020

Author : Henry Selvaraj
Publisher : Springer Nature
ISBN 13 : 3030657965
Total Pages : 470 pages
Book Rating : 4.0/5 (36 download)

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Book Synopsis Proceedings of the 27th International Conference on Systems Engineering, ICSEng 2020 by : Henry Selvaraj

Download or read book Proceedings of the 27th International Conference on Systems Engineering, ICSEng 2020 written by Henry Selvaraj and published by Springer Nature. This book was released on 2021-01-06 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers topics such as AeroSpace Systems, Intelligent Systems, Machine Learning and Analytics, Internet of Things, Applied Media Informatics and Technology, Adaptive Control Systems, Software Engineering and Cyber-Physical Systems. Research in the discipline of Systems Engineering is an important concept in the advancement of engineering and information sciences. Systems Engineering attempts to integrate many of the traditional engineering disciplines to solve large complex functioning engineering systems, dependent on components from all the disciplines. The research papers contained in these proceedings reflect the state of the art in Systems Engineering from all over the world and serve as vital references to researchers to follow. This book is a very good resource for graduate students, researchers and scholars who want to learn about the most recent development in the fields.

Service Orientation in Holonic and Multi-Agent Manufacturing

Author : Theodor Borangiu
Publisher : Springer
ISBN 13 : 3030030032
Total Pages : 462 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Service Orientation in Holonic and Multi-Agent Manufacturing by : Theodor Borangiu

Download or read book Service Orientation in Holonic and Multi-Agent Manufacturing written by Theodor Borangiu and published by Springer. This book was released on 2018-12-12 with total page 462 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the peer-reviewed papers presented at the 8th edition of the International Workshop “Service Orientation in Holonic and Multi-Agent Manufacturing – SOHOMA’18” held at the University of Bergamo, Italy on June 11–12, 2018. The objective of the SOHOMA annual workshops is to foster innovation in smart and sustainable manufacturing and logistics systems by promoting new concepts, methods and solutions that use service orientation of agent-based control technologies with distributed intelligence. Reflecting the theme of SOHOMA’18: “Digital transformation of manufacturing with agent-based control and service orientation of Internet-scale platforms”, the research included focuses on how the digital transformation, as advocated by the “Industry 4.0”, “Industrial Internet of Things”, “Cyber-Physical Production Systems” and “Cloud Manufacturing” frameworks, improves the efficiency, agility and sustainability of manufacturing processes, products, and services, and how it relates to the interaction between the physical and informational worlds, which is implemented in the virtualization of products, processes and resources managed as services.

Digital Twins

Author : Yogini Borole
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110778866
Total Pages : 256 pages
Book Rating : 4.1/5 (17 download)

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Book Synopsis Digital Twins by : Yogini Borole

Download or read book Digital Twins written by Yogini Borole and published by Walter de Gruyter GmbH & Co KG. This book was released on 2023-09-18 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The Digital Twin Paradigm for Smarter Systems and Environments: the Industry Use Cases

Author : Preetha Evangeline
Publisher : Academic Press
ISBN 13 : 0128187565
Total Pages : 384 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis The Digital Twin Paradigm for Smarter Systems and Environments: the Industry Use Cases by : Preetha Evangeline

Download or read book The Digital Twin Paradigm for Smarter Systems and Environments: the Industry Use Cases written by Preetha Evangeline and published by Academic Press. This book was released on 2020-02 with total page 384 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Digital Twin Paradigm for Smarter Systems and Environments: The Industry Use Cases, Volume 117, the latest volume in the Advances in Computers series, presents detailed coverage of new advancements in computer hardware, software, theory, design and applications. Chapters vividly illustrate how the emerging discipline of digital twin is strategically contributing to various digital transformation initiatives. Specific chapters cover Demystifying the Digital Twin Paradigm, Digital Twin Technology for "Smarter Manufacturing", The Fog Computing/ Edge Computing to leverage Digital Twin, The industry use cases for the Digital Twin idea, Enabling Digital Twin at the Edge, The Industrial Internet of Things (IIOT), and much more. Provides in-depth descriptions of digital transformation technologies and tools Covers various research accomplishments in this flourishing field of relevance Includes many detailed industry use cases with all the right information

Digital Twin Driven Smart Design

Author : Fei Tao
Publisher : Academic Press
ISBN 13 : 0128189185
Total Pages : 358 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Digital Twin Driven Smart Design by : Fei Tao

Download or read book Digital Twin Driven Smart Design written by Fei Tao and published by Academic Press. This book was released on 2020-05-22 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt: Digital Twin Driven Smart Design draws on the latest industry practice and research to establish a basis for the implementation of digital twin technology in product design. Coverage of relevant design theory and methodology is followed by detailed discussions of key enabling technologies that are supported by cutting-edge case studies of implementation. This groundbreaking book explores how digital twin technology can bring improvements to different kinds of product design process, including functional, lean and green. Drawing on the work of researchers at the forefront of this technology, this book is the ideal guide for anyone interested in digital manufacturing or computer-aided design. Provides detailed case studies that explore key applications of digital twin technology in design practice Introduces the concept of using digital twins to create the virtual commissioning of design projects Presents a framework to help engineers incorporate digital twins into their product design process

Tech Trends in Practice

Author : Bernard Marr
Publisher : John Wiley & Sons
ISBN 13 : 1119646200
Total Pages : 188 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Tech Trends in Practice by : Bernard Marr

Download or read book Tech Trends in Practice written by Bernard Marr and published by John Wiley & Sons. This book was released on 2020-04-09 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: ***BUSINESS BOOK AWARDS - FINALIST 2021*** Discover how 25 powerful technology trends are transforming 21st century businesses How will the latest technologies transform your business? Future Tech Trends in Practice will give you the knowledge of today’s most important technology trends, and how to take full advantage of them to grow your business. The book presents25 real-world technology trends along with their potential contributions to organisational success. You’ll learn how to integrate existing advancements and plan for those that are on the way. In this book, best-selling author, strategic business advisor, and respected futurist Bernard Marr explains the role of technology in providing innovative businesses solutions for companies of varying sizes and across different industries. He covers wide-ranging trends and provides an overview of how companies are using these new and emerging technologies in practice. You, too, can prepare your company for the potential and power of trending technology by examining these and other areas of innovation described in Future Tech Trends in Practice: Artificial intelligence, including machine and deep learning The Internet of Things and the rise of smart devices Self-driving cars and autonomous drones 3D printing and additive manufacturing Blockchain technology Genomics and gene editing Augmented, virtual and mixed reality When you understand the technology trends that are driving success, now and into the future, you’ll be better positioned to address and solve problems within your organisation.

Digital Twins

Author : Christoph Herwig
Publisher : Springer Nature
ISBN 13 : 3030716600
Total Pages : 262 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Digital Twins by : Christoph Herwig

Download or read book Digital Twins written by Christoph Herwig and published by Springer Nature. This book was released on 2021-05-27 with total page 262 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the first of two volumes that together provide an overview of the latest advances in the generation and application of digital twins in bioprocess design and optimization. Both processes have undergone significant changes over the past few decades, moving from data-driven approaches into the 21st-century digitalization of the bioprocess industry. Moreover, the high demand for biotechnological products calls for efficient methods during research and development, as well as during tech transfer and routine manufacturing. In this regard, one promising tool is the use of digital twins, which offer a virtual representation of the bioprocess. They reflect the mechanistics of the biological system and the interactions between process parameters, key performance indicators and product quality attributes in the form of a mathematical process model. Furthermore, digital twins allow us to use computer-aided methods to gain an improved process understanding, to test and plan novel bioprocesses, and to efficiently monitor them. This book explains the mathematical structure of digital twins, their development and the model’s respective parts, as well as concepts for the knowledge-driven generation and structural variability of digital twins. Covering fundamentals as well as applications, the two volumes offer the ideal introduction to the topic for researchers in academy and industry alike.