Challenges and Opportunities for the Convergence of IoT, Big Data, and Cloud Computing

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Publisher : IGI Global
ISBN 13 : 1799831132
Total Pages : 350 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Challenges and Opportunities for the Convergence of IoT, Big Data, and Cloud Computing by : Velayutham, Sathiyamoorthi

Download or read book Challenges and Opportunities for the Convergence of IoT, Big Data, and Cloud Computing written by Velayutham, Sathiyamoorthi and published by IGI Global. This book was released on 2021-01-29 with total page 350 pages. Available in PDF, EPUB and Kindle. Book excerpt: In today’s market, emerging technologies are continually assisting in common workplace practices as companies and organizations search for innovative ways to solve modern issues that arise. Prevalent applications including internet of things, big data, and cloud computing all have noteworthy benefits, but issues remain when separately integrating them into the professional practices. Significant research is needed on converging these systems and leveraging each of their advantages in order to find solutions to real-time problems that still exist. Challenges and Opportunities for the Convergence of IoT, Big Data, and Cloud Computing is a pivotal reference source that provides vital research on the relation between these technologies and the impact they collectively have in solving real-world challenges. While highlighting topics such as cloud-based analytics, intelligent algorithms, and information security, this publication explores current issues that remain when attempting to implement these systems as well as the specific applications IoT, big data, and cloud computing have in various professional sectors. This book is ideally designed for academicians, researchers, developers, computer scientists, IT professionals, practitioners, scholars, students, and engineers seeking research on the integration of emerging technologies to solve modern societal issues.

The Cloud-to-Thing Continuum

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Author :
Publisher : Springer Nature
ISBN 13 : 3030411109
Total Pages : 183 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis The Cloud-to-Thing Continuum by : Theo Lynn

Download or read book The Cloud-to-Thing Continuum written by Theo Lynn and published by Springer Nature. This book was released on 2020-07-07 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Internet of Things offers massive societal and economic opportunities while at the same time significant challenges, not least the delivery and management of the technical infrastructure underpinning it, the deluge of data generated from it, ensuring privacy and security, and capturing value from it. This Open Access Pivot explores these challenges, presenting the state of the art and future directions for research but also frameworks for making sense of this complex area. This book provides a variety of perspectives on how technology innovations such as fog, edge and dew computing, 5G networks, and distributed intelligence are making us rethink conventional cloud computing to support the Internet of Things. Much of this book focuses on technical aspects of the Internet of Things, however, clear methodologies for mapping the business value of the Internet of Things are still missing. We provide a value mapping framework for the Internet of Things to address this gap. While there is much hype about theInternet of Things, we have yet to reach the tipping point. As such, this book provides a timely entrée for higher education educators, researchers and students, industry and policy makers on the technologies that promise to reshape how society interacts and operates.

Managing Internet of Things Applications Across Edge and Cloud Data Centres

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Author :
Publisher : IET
ISBN 13 : 1785617796
Total Pages : 342 pages
Book Rating : 4.7/5 (856 download)

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Book Synopsis Managing Internet of Things Applications Across Edge and Cloud Data Centres by : Rajiv Ranjan

Download or read book Managing Internet of Things Applications Across Edge and Cloud Data Centres written by Rajiv Ranjan and published by IET. This book was released on 2024-06-11 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers state of the art interdisciplinary research on key disruptive and interrelated technologies such as Big Data, Edge computing, IoT and Cloud computing. The authors address the challenges from a distributed system perspective, with clear contributions in theory and applications. Real-world case studies look at the integration of these technologies in healthcare, disaster management, smart grids, and other areas. The book covers vital topics including devices and sensing; cloud and edge Infrastructure; big data processing; application resource management; and privacy and security.

Fog/Edge Computing For Security, Privacy, and Applications

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Publisher : Springer Nature
ISBN 13 : 3030573281
Total Pages : 417 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Fog/Edge Computing For Security, Privacy, and Applications by : Wei Chang

Download or read book Fog/Edge Computing For Security, Privacy, and Applications written by Wei Chang and published by Springer Nature. This book was released on 2021-01-04 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides the state-of-the-art development on security and privacy for fog/edge computing, together with their system architectural support and applications. This book is organized into five parts with a total of 15 chapters. Each area corresponds to an important snapshot. The first part of this book presents an overview of fog/edge computing, focusing on its relationship with cloud technology and the future with the use of 5G communication. Several applications of edge computing are discussed. The second part of this book considers several security issues in fog/edge computing, including the secure storage and search services, collaborative intrusion detection method on IoT-fog computing, and the feasibility of deploying Byzantine agreement protocols in untrusted environments. The third part of this book studies the privacy issues in fog/edge computing. It first investigates the unique privacy challenges in fog/edge computing, and then discusses a privacy-preserving framework for the edge-based video analysis, a popular machine learning application on fog/edge. This book also covers the security architectural design of fog/edge computing, including a comprehensive overview of vulnerabilities in fog/edge computing within multiple architectural levels, the security and intelligent management, the implementation of network-function-virtualization-enabled multicasting in part four. It explains how to use the blockchain to realize security services. The last part of this book surveys applications of fog/edge computing, including the fog/edge computing in Industrial IoT, edge-based augmented reality, data streaming in fog/edge computing, and the blockchain-based application for edge-IoT. This book is designed for academics, researchers and government officials, working in the field of fog/edge computing and cloud computing. Practitioners, and business organizations (e.g., executives, system designers, and marketing professionals), who conduct teaching, research, decision making, and designing fog/edge technology will also benefit from this book The content of this book will be particularly useful for advanced-level students studying computer science, computer technology, and information systems, but also applies to students in business, education, and economics, who would benefit from the information, models, and case studies therein.

Resource Management for Internet of Things

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Author :
Publisher : Springer
ISBN 13 : 3319542478
Total Pages : 124 pages
Book Rating : 4.3/5 (195 download)

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Book Synopsis Resource Management for Internet of Things by : Flávia C. Delicato

Download or read book Resource Management for Internet of Things written by Flávia C. Delicato and published by Springer. This book was released on 2017-03-30 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book investigates the pressing issue of resource management for Internet of Things (IoT). The unique IoT ecosystem poses new challenges and calls for unique and bespoke solutions to deal with these challenges. Using a holistic approach, the authors present a thorough study into the allocation of the resources available within IoT systems to accommodate application requirements. This is done by investigating different functionalities and architectural approaches involved in a basic workflow for managing the lifecycle of resources in an IoT system. Resource Management for the Internet of Things will be of interest to researchers and students as well as professional developers interested in studying the IoT paradigm from data acquisition to the delivery of value-added services for the end user.

Urban Informatics

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Publisher : Springer Nature
ISBN 13 : 9811589836
Total Pages : 941 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Urban Informatics by : Wenzhong Shi

Download or read book Urban Informatics written by Wenzhong Shi and published by Springer Nature. This book was released on 2021-04-06 with total page 941 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book is the first to systematically introduce the principles of urban informatics and its application to every aspect of the city that involves its functioning, control, management, and future planning. It introduces new models and tools being developed to understand and implement these technologies that enable cities to function more efficiently – to become ‘smart’ and ‘sustainable’. The smart city has quickly emerged as computers have become ever smaller to the point where they can be embedded into the very fabric of the city, as well as being central to new ways in which the population can communicate and act. When cities are wired in this way, they have the potential to become sentient and responsive, generating massive streams of ‘big’ data in real time as well as providing immense opportunities for extracting new forms of urban data through crowdsourcing. This book offers a comprehensive review of the methods that form the core of urban informatics from various kinds of urban remote sensing to new approaches to machine learning and statistical modelling. It provides a detailed technical introduction to the wide array of tools information scientists need to develop the key urban analytics that are fundamental to learning about the smart city, and it outlines ways in which these tools can be used to inform design and policy so that cities can become more efficient with a greater concern for environment and equity.

When Things Start to Think

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Author :
Publisher : Henry Holt and Company
ISBN 13 : 1466873523
Total Pages : 243 pages
Book Rating : 4.4/5 (668 download)

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Book Synopsis When Things Start to Think by : Neil Gershenfeld

Download or read book When Things Start to Think written by Neil Gershenfeld and published by Henry Holt and Company. This book was released on 2014-06-10 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: In When Things Start to Think, Neil Gershenfeld tells the story of his Things that Think group at MIT's Media Lab, the group of innovative scientists and researchers dedicated to integrating digital technology into the fabric of our lives. Gershenfeld offers a glimpse at the brave new post-computerized world, where microchips work for us instead of against us. He argues that we waste the potential of the microchip when we confine it to a box on our desk: the real electronic revolution will come when computers have all but disappeared into the walls around us. Imagine a digital book that looks like a traditional book printed on paper and is pleasant to read in bed but has all the mutability of a screen display. How about a personal fabricator that can organize digitized atoms into anything you want, or a musical keyboard that can be woven into a denim jacket? When Things Start to Think is a book for people who want to know what the future is going to look like, and for people who want to know how to create the future.

Industry 4.1

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

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Book Synopsis Industry 4.1 by : Fan-Tien Cheng

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

Internet of Things Applications - From Research and Innovation to Market Deployment

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Author :
Publisher :
ISBN 13 : 9788770044950
Total Pages : 0 pages
Book Rating : 4.0/5 (449 download)

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Book Synopsis Internet of Things Applications - From Research and Innovation to Market Deployment by : Ovidiu Vermesan

Download or read book Internet of Things Applications - From Research and Innovation to Market Deployment written by Ovidiu Vermesan and published by . This book was released on 2024-10-21 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book aims to provide a broad overview of various topics of Internet of Things from the research, innovation and development priorities to enabling technologies, nanoelectronics, cyber physical systems, architecture, interoperability and industrial applications. It is intended to be a standalone book in a series that covers the Internet of Things activities of the IERC - Internet of Things European Research Cluster from technology to international cooperation and the global state of play.The book builds on the ideas put forward by the European research Cluster on the Internet of Things Strategic Research Agenda and presents global views and state of the art results.

Integrating AI in IoT Analytics on the Cloud for Healthcare Applications

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Author :
Publisher : IGI Global
ISBN 13 : 1799891348
Total Pages : 312 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Integrating AI in IoT Analytics on the Cloud for Healthcare Applications by : Jeya Mala, D.

Download or read book Integrating AI in IoT Analytics on the Cloud for Healthcare Applications written by Jeya Mala, D. and published by IGI Global. This book was released on 2022-01-07 with total page 312 pages. Available in PDF, EPUB and Kindle. Book excerpt: Internet of things (IoT) applications employed for healthcare generate a huge amount of data that needs to be analyzed to produce the expected reports. To accomplish this task, a cloud-based analytical solution is ideal in order to generate faster reports in comparison to the traditional way. Given the current state of the world in which every day IoT devices are developed to provide healthcare solutions, it is essential to consider the mechanisms used to collect and analyze the data to provide thorough reports. Integrating AI in IoT Analytics on the Cloud for Healthcare Applications applies artificial intelligence (AI) in edge analytics for healthcare applications, analyzes the impact of tools and techniques in edge analytics for healthcare, and discusses security solutions for edge analytics in healthcare IoT. Covering topics such as data analytics and next generation healthcare systems, it is ideal for researchers, academicians, technologists, IT specialists, data scientists, healthcare industries, IoT developers, data security analysts, educators, and students.

Internet of Things

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Author :
Publisher : CRC Press
ISBN 13 : 1498778534
Total Pages : 418 pages
Book Rating : 4.4/5 (987 download)

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Book Synopsis Internet of Things by : Qusay F. Hassan

Download or read book Internet of Things written by Qusay F. Hassan and published by CRC Press. This book was released on 2017-12-15 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Internet of Things: Challenges, Advances, and Applications provides a comprehensive introduction to IoT, related technologies, and common issues in the adoption of IoT on a large scale. It surveys recent technological advances and novel solutions for challenges in the IoT environment. Moreover, it provides detailed discussion of the utilization of IoT and its underlying technologies in critical application areas, such as smart grids, healthcare, insurance, and the automotive industry. The chapters of this book are authored by several international researchers and industry experts. This book is composed of 18 self-contained chapters that can be read, based on interest. Features: Introduces IoT, including its history, common definitions, underlying technologies, and challenges Discusses technological advances in IoT and implementation considerations Proposes novel solutions for common implementation issues Explores critical application domains, including large-scale electric power distribution networks, smart water and gas grids, healthcare and e-Health applications, and the insurance and automotive industries The book is an excellent reference for researchers and post-graduate students working in the area of IoT, or related areas. It also targets IT professionals interested in gaining deeper knowledge of IoT, its challenges, and application areas.

Internet of Things – The Call of the Edge

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Author :
Publisher : CRC Press
ISBN 13 : 1000793141
Total Pages : 392 pages
Book Rating : 4.0/5 (7 download)

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Book Synopsis Internet of Things – The Call of the Edge by : Ovidiu Vermesan

Download or read book Internet of Things – The Call of the Edge written by Ovidiu Vermesan and published by CRC Press. This book was released on 2022-09-01 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an overview of the Internet of Things (IoT) – covering new ideas, concepts, research and innovation to enable the development of IoT technologies in a global context. The work is intended as a standalone book in a series covering the activities of the Internet of Things European Research Cluster (IERC) – including research, technological innovation, validation, and deployment. The book chapters build on the developments and innovative ideas put forward by the IERC, the IoT European Large-Scale Pilots Programme and the IoT European Security and Privacy Projects – presenting new concepts, ideas and future IoT trends and ways of integrating open data frameworks and IoT marketplaces into larger deployment ecosystems. The IoT and Industrial Internet of Things technologies are moving towards hyperautomated solutions – combining hyperconnectivity, artificial intelligence (AI), distributed ledger technologies and virtual/augmented extended reality, with edge computing and deep edge processing becoming an assertive factor across industries for implementing intelligent distributed computing resources and data to keep the efficient data exchange and processing local to reduce latency, exploit the sensing/actuating capabilities and enable greater autonomy. Expanding the adoption of consumer, business, industrial and tactile IoT requires further development of hyperautomated IoT concepts for collaborative solutions involving machines and humans to expand augmented creativity at the application level using AI to optimise the industrial processes and progress towards a symbiotic economy based on distributed federated cloud/edge infrastructure allowing resource sharing in the form of computing, memory and analytics capabilities. The advances of autonomous IoT applications delivering services in real-time encompasses development in servitisation, robotisation, automation and hyperconnectivity, which are essential for the rapid evolution of industrial enterprises in the new digital era. The rise of digital twins integrated into IoT platforms as fully interactive elements embedded into the simulation and optimisation environment, as well as the embedment of AI techniques and methods, enhances the accuracy and performance of models in the various IoT and Industrial Internet of Things applications. The convergence of technologies to provide scalable, interoperable IoT-enabled applications pushed the requirements for high bandwidth, low latency and robust and dependable connectivity to support the industry’s demand for deeper integration and improved analytics to deliver sustainable competitive advantage products and services, enabling digital transformation with a focus on new business models.Safety and security are interlinked for the next wave of IoT technologies and applications and combined, prove a greater value for rapid adoption. The new IoT technologies are essential for facilitating sustainable development, reducing energy consumption and, by supporting the optimisation of products and processes, mitigating unnecessary carbon emissions – thereby reducing the environmental impact through real-time data collection, analysis, exchange, and processing.

AWS Certified Big Data – Specialty (BDS-C01)

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Author :
Publisher : YouGuide Ltd
ISBN 13 : 1836798725
Total Pages : 224 pages
Book Rating : 4.8/5 (367 download)

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Book Synopsis AWS Certified Big Data – Specialty (BDS-C01) by : Cybellium

Download or read book AWS Certified Big Data – Specialty (BDS-C01) written by Cybellium and published by YouGuide Ltd. This book was released on with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: Welcome to the forefront of knowledge with Cybellium, your trusted partner in mastering the cutting-edge fields of IT, Artificial Intelligence, Cyber Security, Business, Economics and Science. Designed for professionals, students, and enthusiasts alike, our comprehensive books empower you to stay ahead in a rapidly evolving digital world. * Expert Insights: Our books provide deep, actionable insights that bridge the gap between theory and practical application. * Up-to-Date Content: Stay current with the latest advancements, trends, and best practices in IT, Al, Cybersecurity, Business, Economics and Science. Each guide is regularly updated to reflect the newest developments and challenges. * Comprehensive Coverage: Whether you're a beginner or an advanced learner, Cybellium books cover a wide range of topics, from foundational principles to specialized knowledge, tailored to your level of expertise. Become part of a global network of learners and professionals who trust Cybellium to guide their educational journey. www.cybellium.com

Probabilistic Data Structures for Blockchain-Based Internet of Things Applications

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Author :
Publisher : CRC Press
ISBN 13 : 1000327639
Total Pages : 323 pages
Book Rating : 4.0/5 (3 download)

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Book Synopsis Probabilistic Data Structures for Blockchain-Based Internet of Things Applications by : Neeraj Kumar

Download or read book Probabilistic Data Structures for Blockchain-Based Internet of Things Applications written by Neeraj Kumar and published by CRC Press. This book was released on 2021-01-27 with total page 323 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book covers theory and practical knowledge of Probabilistic data structures (PDS) and Blockchain (BC) concepts. It introduces the applicability of PDS in BC to technology practitioners and explains each PDS through code snippets and illustrative examples. Further, it provides references for the applications of PDS to BC along with implementation codes in python language for various PDS so that the readers can gain confidence using hands on experience. Organized into five sections, the book covers IoT technology, fundamental concepts of BC, PDS and algorithms used to estimate membership query, cardinality, similarity and frequency, usage of PDS in BC based IoT and so forth.

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.

Internet of Things & Cloud Computing Applications

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Author :
Publisher : SK Research Group of Companies
ISBN 13 : 8119980077
Total Pages : 130 pages
Book Rating : 4.1/5 (199 download)

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Book Synopsis Internet of Things & Cloud Computing Applications by : Dr.B.CHITRADEVI

Download or read book Internet of Things & Cloud Computing Applications written by Dr.B.CHITRADEVI and published by SK Research Group of Companies. This book was released on 2023-10-16 with total page 130 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dr.B.CHITRADEVI, Assistant Professor, Department of Computer Applications, Faculty of Science and Humanities, SRM Institute of Science and Technology, Trichy Campus, Tiruchirapalli, Tamil Nadu, India. Mrs.V.YASODHA, Assistant Professor, Department of Computer Applications, Cauvery College for Women (Autonomous), Tiruchirapalli, Tamil Nadu, India. Mr.M.DINESH, Assistant Professor, Department of Computer Science Engineering, Sasurie College of Engineering, Vijayamangalam, Tiruppur, Tamil Nadu, India. Mrs.K.PRADEEPA, Associate Professor, Department of Computer Science, Cauvery college for women (Autonomous), Tiruchirapalli, Tamil Nadu, India. Mrs.A.ANANDHAVALLI, Assistant Professor, Department of Computer Applications, Cauvery College for Women (Autonomous) Trichy, Tamil Nadu, India.

Big Data-Enabled Internet of Things

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Author :
Publisher : Computing and Networks
ISBN 13 : 9781785616365
Total Pages : 488 pages
Book Rating : 4.6/5 (163 download)

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Book Synopsis Big Data-Enabled Internet of Things by : Muhammad Usman Shahid Khan

Download or read book Big Data-Enabled Internet of Things written by Muhammad Usman Shahid Khan and published by Computing and Networks. This book was released on 2020-01-10 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fields of Big Data and the Internet of Things (IoT) have seen tremendous advances, developments, and growth in recent years. The IoT is the inter-networking of connected smart devices, buildings, vehicles and other items which are embedded with electronics, software, sensors and actuators, and network connectivity that enable these objects to collect and exchange data. The IoT produces a lot of data. Big data describes very large and complex data sets that traditional data processing application software is inadequate to deal with, and the use of analytical methods to extract value from data. This edited book covers analytical techniques for handling the huge amount of data generated by the Internet of Things, from architectures and platforms to security and privacy issues, applications, and challenges as well as future directions.