Intelligent Edge Computing for Cyber Physical Applications

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Release : 2023-02-03
Genre : Technology & Engineering
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Book Rating : 334/5 ( reviews)

Intelligent Edge Computing for Cyber Physical Applications - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Intelligent Edge Computing for Cyber Physical Applications write by D. Jude Hemanth. This book was released on 2023-02-03. Intelligent Edge Computing for Cyber Physical Applications available in PDF, EPUB and Kindle. Intelligent Edge Computing for Cyber Physical Applications introduces state-of-the-art research methodologies, tools and techniques, challenges, and solutions with further research opportunities in the area of edge-based cyber-physical systems. The book presents a comprehensive review of recent literature and analysis of different techniques for building edge-based CPS. In addition, it describes how edge-based CPS can be built to seamlessly interact with physical machines for optimal performance, covering various aspects of edge computing architectures for dynamic resource provisioning, mobile edge computing, energy saving scenarios, and different security issues. Sections feature practical use cases of edge-computing which will help readers understand the workings of edge-based systems in detail, taking into account the need to present intellectual challenges while appealing to a broad readership, including academic researchers, practicing engineers and managers, and graduate students. - Introduces and provides reviews on cyber physical and edge computing systems, with different architectures and models needed to address sustainable solutions to social, environmental and economic applications - Presents the different architectures of edge computing for building cyber physical systems with dynamic resource provisioning and security solutions - Provides AI based perspectives to edge-based cyber physical systems with different algorithms and AI based security solutions - Covers different case studies and applications in detail, with real-life examples and possible challenges that can be encountered - Offers perspectives for the design, development and commissioning of intelligent edge-based cyber physical systems

Intelligent Workloads at the Edge

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Release : 2022-01-14
Genre : Computers
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Book Rating : 878/5 ( reviews)

Intelligent Workloads at the Edge - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Intelligent Workloads at the Edge write by Indraneel Mitra. This book was released on 2022-01-14. Intelligent Workloads at the Edge available in PDF, EPUB and Kindle. Explore IoT, data analytics, and machine learning to solve cyber-physical problems using the latest capabilities of managed services such as AWS IoT Greengrass and Amazon SageMaker Key FeaturesAccelerate your next edge-focused product development with the power of AWS IoT GreengrassDevelop proficiency in architecting resilient solutions for the edge with proven best practicesHarness the power of analytics and machine learning for solving cyber-physical problemsBook Description The Internet of Things (IoT) has transformed how people think about and interact with the world. The ubiquitous deployment of sensors around us makes it possible to study the world at any level of accuracy and enable data-driven decision-making anywhere. Data analytics and machine learning (ML) powered by elastic cloud computing have accelerated our ability to understand and analyze the huge amount of data generated by IoT. Now, edge computing has brought information technologies closer to the data source to lower latency and reduce costs. This book will teach you how to combine the technologies of edge computing, data analytics, and ML to deliver next-generation cyber-physical outcomes. You'll begin by discovering how to create software applications that run on edge devices with AWS IoT Greengrass. As you advance, you'll learn how to process and stream IoT data from the edge to the cloud and use it to train ML models using Amazon SageMaker. The book also shows you how to train these models and run them at the edge for optimized performance, cost savings, and data compliance. By the end of this IoT book, you'll be able to scope your own IoT workloads, bring the power of ML to the edge, and operate those workloads in a production setting. What you will learnBuild an end-to-end IoT solution from the edge to the cloudDesign and deploy multi-faceted intelligent solutions on the edgeProcess data at the edge through analytics and MLPackage and optimize models for the edge using Amazon SageMakerImplement MLOps and DevOps for operating an edge-based solutionOnboard and manage fleets of edge devices at scaleReview edge-based workloads against industry best practicesWho this book is for This book is for IoT architects and software engineers responsible for delivering analytical and machine learning–backed software solutions to the edge. AWS customers who want to learn and build IoT solutions will find this book useful. Intermediate-level experience with running Python software on Linux is required to make the most of this book.

Artificial Intelligence for Cloud and Edge Computing

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Release : 2022-01-13
Genre : Computers
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Book Rating : 211/5 ( reviews)

Artificial Intelligence for Cloud and Edge Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence for Cloud and Edge Computing write by Sanjay Misra. This book was released on 2022-01-13. Artificial Intelligence for Cloud and Edge Computing available in PDF, EPUB and Kindle. This book discusses the future possibilities of AI with cloud computing and edge computing. The main goal of this book is to conduct analyses, implementation and discussion of many tools (of artificial intelligence, machine learning and deep learning and cloud computing, fog computing, and edge computing including concepts of cyber security) for understanding integration of these technologies. With this book, readers can quickly get an overview of these emerging topics and get many ideas of the future of AI with cloud, edge, and in many other areas. Topics include machine and deep learning techniques for Internet of Things based cloud systems; security, privacy and trust issues in AI based cloud and IoT based cloud systems; AI for smart data storage in cloud-based IoT; blockchain based solutions for AI based cloud and IoT based cloud systems.This book is relevent to researchers, academics, students, and professionals.

Mobile Edge Computing

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Release : 2021-10-01
Genre : Computers
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Book Rating : 443/5 ( reviews)

Mobile Edge Computing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mobile Edge Computing write by Yan Zhang. This book was released on 2021-10-01. Mobile Edge Computing available in PDF, EPUB and Kindle. This is an open access book. It offers comprehensive, self-contained knowledge on Mobile Edge Computing (MEC), which is a very promising technology for achieving intelligence in the next-generation wireless communications and computing networks.The book starts with the basic concepts, key techniques and network architectures of MEC. Then, we present the wide applications of MEC, including edge caching, 6G networks, Internet of Vehicles, and UAVs. In the last part, we present new opportunities when MEC meets blockchain, Artificial Intelligence, and distributed machine learning (e.g., federated learning). We also identify the emerging applications of MEC in pandemic, industrial Internet of Things and disaster management.The book allows an easy cross-reference owing to the broad coverage on both the principle and applications of MEC. The book is written for people interested in communications and computer networks at all levels. The primary audience includes senior undergraduates, postgraduates, educators, scientists, researchers, developers, engineers, innovators and research strategists.

From Internet of Things to Internet of Intelligence

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Book Rating : 182/5 ( reviews)

From Internet of Things to Internet of Intelligence - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook From Internet of Things to Internet of Intelligence write by Marcel Ohanga Odhiambo. This book was released on . From Internet of Things to Internet of Intelligence available in PDF, EPUB and Kindle.