IoT for Smart Operations in the Oil and Gas Industry

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Author :
Publisher : Gulf Professional Publishing
ISBN 13 : 0323998445
Total Pages : 268 pages
Book Rating : 4.3/5 (239 download)

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Book Synopsis IoT for Smart Operations in the Oil and Gas Industry by : Razin Farhan Hussain

Download or read book IoT for Smart Operations in the Oil and Gas Industry written by Razin Farhan Hussain and published by Gulf Professional Publishing. This book was released on 2022-09-20 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: IoT for Smart Operations in the Oil and Gas Industry elaborates on how the synergy between state-of-the-art computing platforms, such as Internet of Things (IOT), cloud computing, artificial intelligence, and, in particular, modern machine learning methods, can be harnessed to serve the purpose of a more efficient oil and gas industry. The reference explores the operations performed in each sector of the industry and then introduces the computing platforms and smart technologies that can enhance the operation, lower costs, and lower carbon footprint. Safety and security content is included, in particular, cybersecurity and potential threats to smart oil and gas solutions, focusing on adversarial effects of smart solutions and problems related to the interoperability of human-machine intelligence in the context of the oil and gas industry. Detailed case studies are included throughout to learn and research for further applications. Covering the latest topics and solutions, IoT for Smart Operations in the Oil and Gas Industry delivers a much-needed reference for the engineers and managers to understand modern computing paradigms for Industry 4.0 and the oil and gas industry. - Follows a systematic and categorical taxonomy of the upstream, midstream, and downstream processes paired with cutting-edge technologies, which benefit computer scientists and engineers - Understands advanced computing technologies reducing the costs of existing operations and carbon footprint - Deeply dives into case studies that cover the entire oil and gas spectrum and explain bridges into applications

Industrial Internet of Things

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Publisher : CRC Press
ISBN 13 : 1000529908
Total Pages : 240 pages
Book Rating : 4.0/5 (5 download)

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Book Synopsis Industrial Internet of Things by : Sudan Jha

Download or read book Industrial Internet of Things written by Sudan Jha and published by CRC Press. This book was released on 2022-03-28 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Industrial Internet of Things: Technologies, Design, and Applications addresses the complete functional framework workflow in IoT technology. It explores basic and high-level concepts, thus serving as a manual for those in the industry while also helping beginners. The book incorporates the working methodology of Industrial IoT works, is based on the latest technologies, and will cover the major challenges, issues, and advances while exploring data-based intelligent and automated systems and their implications to the real world. The book discusses data acquisition, security, learning, intelligent data analysis, and case studies related to Industrial IoT-based applications.

Applications of Artificial Intelligence (AI) and Machine Learning (ML) in the Petroleum Industry

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Publisher : CRC Press
ISBN 13 : 1000629554
Total Pages : 162 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis Applications of Artificial Intelligence (AI) and Machine Learning (ML) in the Petroleum Industry by : Manan Shah

Download or read book Applications of Artificial Intelligence (AI) and Machine Learning (ML) in the Petroleum Industry written by Manan Shah and published by CRC Press. This book was released on 2022-09-02 with total page 162 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, raw data on any industry is widely available. With the help of artificial intelligence (AI) and machine learning (ML), this data can be used to gain meaningful insights. In addition, as data is the new raw material for today’s world, AI and ML will be applied in every industrial sector. Industry 4.0 mainly focuses on the automation of things. From that perspective, the oil and gas industry is one of the largest industries in terms of economy and energy. Applications of Artificial Intelligence (AI) and Machine Learning (ML) in the Petroleum Industry analyzes the use of AI and ML in the oil and gas industry across all three sectors, namely upstream, midstream, and downstream. It covers every aspect of the petroleum industry as related to the application of AI and ML, ranging from exploration, data management, extraction, processing, real-time data analysis, monitoring, cloud-based connectivity system, and conditions analysis, to the final delivery of the product to the end customer, while taking into account the incorporation of the safety measures for a better operation and the efficient and effective execution of operations. This book explores the variety of applications that can be integrated to support the existing petroleum and adjacent sectors to solve industry problems. It will serve as a useful guide for professionals working in the petroleum industry, industrial engineers, AI and ML experts and researchers, as well as students.

Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries

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Author :
Publisher : IGI Global
ISBN 13 : 166848787X
Total Pages : 570 pages
Book Rating : 4.6/5 (684 download)

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Book Synopsis Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries by : Goel, Neha

Download or read book Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries written by Goel, Neha and published by IGI Global. This book was released on 2023-07-03 with total page 570 pages. Available in PDF, EPUB and Kindle. Book excerpt: Machine learning (ML) and the internet of things (IoT) are the top technologies used by businesses to increase efficiency, productivity, and competitiveness in this fast-paced digital era transformation. ML is the key tool for fast processing and decision making applied to smart city applications and next-generation IoT devices, which require ML to satisfy their working objective. IoT technology has proven efficient in solving many real-world problems, and ML algorithms combined with IoT means the fusion of product and intelligence to achieve better automation, efficiency, productivity, and connectivity. The Handbook of Research on Machine Learning-Enabled IoT for Smart Applications Across Industries highlights the importance of ML for IoT’s success and diverse ML-powered IoT applications. This book addresses the problems and challenges in energy, industry, and healthcare and solutions proposed for ML-enabled IoT and new algorithms in ML. It further addresses their accuracy for existing real-time applications. Covering topics such as agriculture, pattern recognition, and smart applications, this premier reference source is an essential resource for engineers, scientists, educators, students, researchers, and academicians.

IoT Inc.: How Your Company Can Use the Internet of Things to Win in the Outcome Economy

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Author :
Publisher : McGraw Hill Professional
ISBN 13 : 126002590X
Total Pages : 305 pages
Book Rating : 4.2/5 (6 download)

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Book Synopsis IoT Inc.: How Your Company Can Use the Internet of Things to Win in the Outcome Economy by : Bruce Sinclair

Download or read book IoT Inc.: How Your Company Can Use the Internet of Things to Win in the Outcome Economy written by Bruce Sinclair and published by McGraw Hill Professional. This book was released on 2017-06-02 with total page 305 pages. Available in PDF, EPUB and Kindle. Book excerpt: Grab the top spot in your industry by seizing the power of IoT Smart products are everywhere. They’re in our companies, in our homes, in our pockets. People love these products. But what they love more is what these products do—and for anyone running a business today, outcomes are the key. The Internet of Things (IoT) is the point of connection between products and the results they deliver—it’s where products become software. IoT Inc. explains everything you need to know to position your company within this powerful new network. And once you do, you’ll leave the competition in the dust. Founder and president of today’s leading IoT business consulting firm, Bruce Sinclair has been helping companies develop IoT strategies for a decade—far longer than the term has even existed. This essential guide provides an in-depth look into IoT—how it works and how it is transforming business; methods for seeing your own business, customers, and competitors through the lens of IoT, and a deep dive into how to develop and implement a powerful IoT strategy. IoT isn’t a new business trend. It’s the new way of business. Period. The IoT wave is heading for your industry. You can either meet it head-on, and ride it to success, or you can turn your back and let it swamp you. This is your playbook for transforming your company into a major player in the IoT Outcome economy.

Internet of Things in Smart Technologies for Sustainable Urban Development

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Author :
Publisher : Springer Nature
ISBN 13 : 3030343286
Total Pages : 252 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Internet of Things in Smart Technologies for Sustainable Urban Development by : G. R. Kanagachidambaresan

Download or read book Internet of Things in Smart Technologies for Sustainable Urban Development written by G. R. Kanagachidambaresan and published by Springer Nature. This book was released on 2020-04-29 with total page 252 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides solution for challenges facing engineers in urban environments looking towards smart development and IoT. The authors address the challenges faced in developing smart applications along with the solutions. Topics addressed include reliability, security and financial issues in relation to all the smart and sustainable development solutions discussed. The solutions they provide are affordable, resistive to threats, and provide high reliability. The book pertains to researchers, academics, professionals, and students. Provides solutions to urban sustainable development problems facing engineers in developing and developed countries Discusses results with industrial problems and current issues in smart city development Includes solutions that are reliable, secure and financially sound

Internet of Things Principles

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Author :
Publisher : Leilani Katie Publication
ISBN 13 : 936348906X
Total Pages : 209 pages
Book Rating : 4.3/5 (634 download)

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Book Synopsis Internet of Things Principles by : Dr.S.Murugesan

Download or read book Internet of Things Principles written by Dr.S.Murugesan and published by Leilani Katie Publication. This book was released on 2024-05-16 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dr.S.Murugesan, Associate Professor, Department of Computer Science and Engineering, R.M. D. Engineering College, Kavaraipettai, Tiruvallur, Tamil Nadu, India. Venkata Satish Dhulipudi, Assistant Professor, Department of Electrical and Communication Engineering, Bonam Venkata Chalamayya Institute of Technology and Science, Amalapuram, Andhra Pradesh, India. Pechetti Girish, Assistant Professor, Bonam Venkata Chalamayya Institute of Technology and Science, Amalapuram, Andhra Pradesh, India. V.Prasanna Laxmi, Associate Professor, Department of Electrical and Communication Engineering, Bonam Venkata Chalamayya Institute of Technology and Science, Amalapuram, Andhra Pradesh, India.

Blockchain and AI Technology in the Industrial Internet of Things

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Author :
Publisher : IGI Global
ISBN 13 : 1799866955
Total Pages : 317 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Blockchain and AI Technology in the Industrial Internet of Things by : Pani, Subhendu Kumar

Download or read book Blockchain and AI Technology in the Industrial Internet of Things written by Pani, Subhendu Kumar and published by IGI Global. This book was released on 2021-01-08 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: Blockchain and artificial intelligence (AI) in industrial internet of things is an emerging field of research at the intersection of information science, computer science, and electronics engineering. The radical digitization of industry coupled with the explosion of the internet of things (IoT) has set up a paradigm shift for industrial and manufacturing companies. There exists a need for a comprehensive collection of original research of the best performing methods and state-of-the-art approaches in this area of blockchain, AI, and the industrial internet of things in this new era for industrial and manufacturing companies. Blockchain and AI Technology in the Industrial Internet of Things compares different approaches to the industrial internet of things and explores the direct impact blockchain and AI technology have on the betterment of the human life. The chapters provide the latest advances in the field and provide insights and concerns on the concept and growth of the industrial internet of things. While including research on security and privacy, supply chain management systems, performance analysis, and a variety of industries, this book is ideal for professionals, researchers, managers, technologists, security analysts, executives, practitioners, researchers, academicians, and students looking for advanced research and information on the newest technologies, advances, and approaches for blockchain and AI in the industrial internet of things.

Emerging Technologies for Sustainable and Smart Energy

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Author :
Publisher : CRC Press
ISBN 13 : 1000623580
Total Pages : 246 pages
Book Rating : 4.0/5 (6 download)

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Book Synopsis Emerging Technologies for Sustainable and Smart Energy by : Anirbid Sircar

Download or read book Emerging Technologies for Sustainable and Smart Energy written by Anirbid Sircar and published by CRC Press. This book was released on 2022-08-03 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Considering the alarming issue of global climate change and its drastic consequences, there is an urgent need to further develop smart and innovative solutions for the energy sector. The goal of sustainable and smart energy for present and future generations can be achieved by integrating emerging technologies into the existing energy infrastructure. This book focuses on the role and significance of emerging technologies in the energy sector and covers the various technological interventions for both conventional and unconventional energy resources and provides meaningful insights into smart and sustainable energy solutions. The book also discusses future directions for smart and sustainable developments in the energy sector.

Disruptive Technologies for Society 5.0

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Publisher : CRC Press
ISBN 13 : 1000475875
Total Pages : 319 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Disruptive Technologies for Society 5.0 by : Vikram Bali

Download or read book Disruptive Technologies for Society 5.0 written by Vikram Bali and published by CRC Press. This book was released on 2021-11-14 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book investigates how we as citizens of Society 5.0 borrow the disruptive technologies like Blockchain, IoT, cloud and software-defined networking from Industry 4.0, with its automation and digitization of manufacturing verticals, to change the way we think and act in cyberspace incorporated within everyday life. The technologies are explored in Non-IT sectors, their implementation challenges put on the table, and new directions of thought flagged off. Disruptive Technologies for Society 5.0: Exploration of New Ideas, Techniques, and Tools is a pathbreaking book on current research, with case studies to comprehend their importance, in technologies that disrupt the de facto. This book is intended for researchers and academicians and will enable them to explore new ideas, techniques, and tools.

The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119985587
Total Pages : 516 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry by : Pethuru R. Chelliah

Download or read book The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry written by Pethuru R. Chelliah and published by John Wiley & Sons. This book was released on 2023-12-27 with total page 516 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry Comprehensive resource describing how operations, outputs, and offerings of the oil and gas industry can improve via advancements in AI The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry describes the proven and promising digital technologies and tools available to empower the oil and gas industry to be future-ready. It shows how the widely reported limitations of the oil and gas industry are being nullified through the application of breakthrough digital technologies and how the convergence of digital technologies helps create new possibilities and opportunities to take this industry to its next level. The text demonstrates how scores of proven digital technologies, especially in AI, are useful in elegantly fulfilling complicated requirements such as process optimization, automation and orchestration, real-time data analytics, productivity improvement, employee safety, predictive maintenance, yield prediction, and accurate asset management for the oil and gas industry. The text differentiates and delivers sophisticated use cases for the various stakeholders, providing easy-to-understand information to accurately utilize proven technologies towards achieving real and sustainable industry transformation. The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry includes information on: How various machine and deep learning (ML/DL) algorithms, the prime modules of AI, empower AI systems to deliver on their promises and potential Key use cases of computer vision (CV) and natural language processing (NLP) as they relate to the oil and gas industry Smart leverage of AI, the Industrial Internet of Things (IIoT), cyber physical systems, and 5G communication Event-driven architecture (EDA), microservices architecture (MSA), blockchain for data and device security, and digital twins Clearly expounding how the power of AI and other allied technologies can be meticulously leveraged by the oil and gas industry, The Power of Artificial Intelligence for the Next-Generation Oil and Gas Industry is an essential resource for students, scholars, IT professionals, and business leaders in many different intersecting fields.

Cybersecurity for Critical Infrastructure Protection Via Reflection of Industrial Control Systems

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Publisher : IOS Press
ISBN 13 : 1643683330
Total Pages : 204 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis Cybersecurity for Critical Infrastructure Protection Via Reflection of Industrial Control Systems by : O.B. Popov

Download or read book Cybersecurity for Critical Infrastructure Protection Via Reflection of Industrial Control Systems written by O.B. Popov and published by IOS Press. This book was released on 2022-11-23 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt: Although cybersecurity is something of a latecomer on the computer science and engineering scene, there are now inclinations to consider cybersecurity a meta-discipline. Unlike traditional information and communication systems, the priority goal of the cybersecurity of cyber-physical systems is the provision of stable and reliable operation for the critical infrastructures of all fundamental societal functions and activities. This book, Cybersecurity for Critical Infrastructure Protection via Reflection of Industrial Control Systems, presents the 28 papers delivered at the NATO Advanced Research Workshop (ARW) hosted in Baku, Azerbaijan, and held online from 27-29 October 2021. The inspiration and motivation behind the ARW stem from the growth in large-scale cyber attacks, the rising degree of complexity and sophistication of advanced threats, and the need to protect critical infrastructure by promoting and building a resilient system to promote the well-being of all citizens. The workshop covered a wide range of cybersecurity topics, permeating the main ideas, concepts and paradigms behind ICS and blended with applications and practical exercises, with overtones to IoT, IIoT, ICS, artificial intelligence, and machine learning. Areas discussed during the ARW included the cybersecurity of critical infrastructures; its educational and research aspects; vulnerability analysis; ICS/PLC/SCADA test beds and research; intrusion detection, mitigation and prevention; cryptography; digital forensics for ICS/PLCs; Industry 4.0 robustness and trustworthiness; and Cyber Fortress concept infused with practical training. Investigating theoretical and practical problems involving the security of critical and essential infrastructure of each segment of contemporary societies, the book will be of interest to all those whose work involves cybersecurity.

Proceeding of the International Conference on Computer Networks, Big Data and IoT (ICCBI - 2018)

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Publisher : Springer
ISBN 13 : 3030246434
Total Pages : 1097 pages
Book Rating : 4.0/5 (32 download)

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Book Synopsis Proceeding of the International Conference on Computer Networks, Big Data and IoT (ICCBI - 2018) by : A.Pasumpon Pandian

Download or read book Proceeding of the International Conference on Computer Networks, Big Data and IoT (ICCBI - 2018) written by A.Pasumpon Pandian and published by Springer. This book was released on 2019-07-31 with total page 1097 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the International Conference on Computer Networks, Big Data and IoT (ICCBI-2018), held on December 19–20, 2018 in Madurai, India. In recent years, advances in information and communication technologies [ICT] have collectively aimed to streamline the evolution of internet applications. In this context, increasing the ubiquity of emerging internet applications with an enhanced capability to communicate in a distributed environment has become a major need for existing networking models and applications. To achieve this, Internet of Things [IoT] models have been developed to facilitate a smart interconnection and information exchange among modern objects – which plays an essential role in every aspect of our lives. Due to their pervasive nature, computer networks and IoT can easily connect and engage effectively with their network users. This vast network continuously generates data from heterogeneous devices, creating a need to utilize big data, which provides new and unprecedented opportunities to process these huge volumes of data. This International Conference on Computer Networks, Big Data, and Internet of Things [ICCBI] brings together state-of-the-art research work, which briefly describes advanced IoT applications in the era of big data. As such, it offers valuable insights for researchers and scientists involved in developing next-generation, big-data-driven IoT applications to address the real-world challenges in building a smartly connected environment.

Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy

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Author :
Publisher : Springer Nature
ISBN 13 : 3031614755
Total Pages : 523 pages
Book Rating : 4.0/5 (316 download)

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Book Synopsis Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy by : S. Manoharan

Download or read book Proceedings of 4th International Conference on Artificial Intelligence and Smart Energy written by S. Manoharan and published by Springer Nature. This book was released on with total page 523 pages. Available in PDF, EPUB and Kindle. Book excerpt:

IoT Fundamentals

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Publisher : Cisco Press
ISBN 13 : 0134307089
Total Pages : 782 pages
Book Rating : 4.1/5 (343 download)

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Book Synopsis IoT Fundamentals by : David Hanes

Download or read book IoT Fundamentals written by David Hanes and published by Cisco Press. This book was released on 2017-05-30 with total page 782 pages. Available in PDF, EPUB and Kindle. Book excerpt: Today, billions of devices are Internet-connected, IoT standards and protocols are stabilizing, and technical professionals must increasingly solve real problems with IoT technologies. Now, five leading Cisco IoT experts present the first comprehensive, practical reference for making IoT work. IoT Fundamentals brings together knowledge previously available only in white papers, standards documents, and other hard-to-find sources—or nowhere at all. The authors begin with a high-level overview of IoT and introduce key concepts needed to successfully design IoT solutions. Next, they walk through each key technology, protocol, and technical building block that combine into complete IoT solutions. Building on these essentials, they present several detailed use cases, including manufacturing, energy, utilities, smart+connected cities, transportation, mining, and public safety. Whatever your role or existing infrastructure, you’ll gain deep insight what IoT applications can do, and what it takes to deliver them. Fully covers the principles and components of next-generation wireless networks built with Cisco IOT solutions such as IEEE 802.11 (Wi-Fi), IEEE 802.15.4-2015 (Mesh), and LoRaWAN Brings together real-world tips, insights, and best practices for designing and implementing next-generation wireless networks Presents start-to-finish configuration examples for common deployment scenarios Reflects the extensive first-hand experience of Cisco experts

Internet of Things (IoT)

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Author :
Publisher : SK Research Group of Companies
ISBN 13 : 8196528388
Total Pages : 148 pages
Book Rating : 4.1/5 (965 download)

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Book Synopsis Internet of Things (IoT) by : S.Arun Joe Babulo

Download or read book Internet of Things (IoT) written by S.Arun Joe Babulo and published by SK Research Group of Companies. This book was released on 2023-09-26 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: S.Arun Joe Babulo, Assistant Professor, Department of BCA, KSR College of Arts and Science for Women, Tiruchengode, Namakkal, Tamil Nadu, India. M.Arulprabhu, Assistant Professor, Department of BCA, KSR College of Arts and Science for Women, Tiruchengode, Namakkal, Tamil Nadu, India.

Handbook of Dynamic Data Driven Applications Systems

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Publisher : Springer Nature
ISBN 13 : 3031279867
Total Pages : 937 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Handbook of Dynamic Data Driven Applications Systems by : Frederica Darema

Download or read book Handbook of Dynamic Data Driven Applications Systems written by Frederica Darema and published by Springer Nature. This book was released on 2023-10-16 with total page 937 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Second Volume in the series Handbook of Dynamic Data Driven Applications Systems (DDDAS) expands the scope of the methods and the application areas presented in the first Volume and aims to provide additional and extended content of the increasing set of science and engineering advances for new capabilities enabled through DDDAS. The methods and examples of breakthroughs presented in the book series capture the DDDAS paradigm and its scientific and technological impact and benefits. The DDDAS paradigm and the ensuing DDDAS-based frameworks for systems’ analysis and design have been shown to engender new and advanced capabilities for understanding, analysis, and management of engineered, natural, and societal systems (“applications systems”), and for the commensurate wide set of scientific and engineering fields and applications, as well as foundational areas. The DDDAS book series aims to be a reference source of many of the important research and development efforts conducted under the rubric of DDDAS, and to also inspire the broader communities of researchers and developers about the potential in their respective areas of interest, of the application and the exploitation of the DDDAS paradigm and the ensuing frameworks, through the examples and case studies presented, either within their own field or other fields of study. As in the first volume, the chapters in this book reflect research work conducted over the years starting in the 1990’s to the present. Here, the theory and application content are considered for: Foundational Methods Materials Systems Structural Systems Energy Systems Environmental Systems: Domain Assessment & Adverse Conditions/Wildfires Surveillance Systems Space Awareness Systems Healthcare Systems Decision Support Systems Cyber Security Systems Design of Computer Systems The readers of this book series will benefit from DDDAS theory advances such as object estimation, information fusion, and sensor management. The increased interest in Artificial Intelligence (AI), Machine Learning and Neural Networks (NN) provides opportunities for DDDAS-based methods to show the key role DDDAS plays in enabling AI capabilities; address challenges that ML-alone does not, and also show how ML in combination with DDDAS-based methods can deliver the advanced capabilities sought; likewise, infusion of DDDAS-like approaches in NN-methods strengthens such methods. Moreover, the “DDDAS-based Digital Twin” or “Dynamic Digital Twin”, goes beyond the traditional DT notion where the model and the physical system are viewed side-by-side in a static way, to a paradigm where the model dynamically interacts with the physical system through its instrumentation, (per the DDDAS feed-back control loop between model and instrumentation).