Orchestrating A Resource Aware Edge

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Orchestrating A Resource Aware Edge

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Author : Klervie Toczé
language : en
Publisher: Linköping University Electronic Press
Release Date : 2024-09-02

Orchestrating A Resource Aware Edge written by Klervie Toczé and has been published by Linköping University Electronic Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-09-02 with Electronic books categories.

More and more services are moving to the cloud, attracted by the promise of unlimited resources that are accessible anytime, and are managed by someone else. However, hosting every type of service in large cloud datacenters is not possible or suitable, as some emerging applications have stringent latency or privacy requirements, while also handling huge amounts of data. Therefore, in recent years, a new paradigm has been proposed to address the needs of these applications: the edge computing paradigm. Resources provided at the edge (e.g., for computation and communication) are constrained, hence resource management is of crucial importance. The incoming load to the edge infrastructure varies both in time and space. Managing the edge infrastructure so that the appropriate resources are available at the required time and location is called orchestrating. This is especially challenging in case of sudden load spikes and when the orchestration impact itself has to be limited. This thesis enables edge computing orchestration with increased resource-awareness by contributing with methods, techniques, and concepts for edge resource management. First, it proposes methods to better understand the edge resource demand. Second, it provides solutions on the supply side for orchestrating edge resources with different characteristics in order to serve edge applications with satisfactory quality of service. Finally, the thesis includes a critical perspective on the paradigm, by considering sustainability challenges. To understand the demand patterns, the thesis presents a methodology for categorizing the large variety of use cases that are proposed in the literature as potential applications for edge computing. The thesis also proposes methods for characterizing and modeling applications, as well as for gathering traces from real applications and analyzing them. These different approaches are applied to a prototype from a typical edge application domain: Mixed Reality. The important insight here is that application descriptions or models that are not based on a real application may not be giving an accurate picture of the load. This can drive incorrect decisions about what should be done on the supply side and thus waste resources. Regarding resource supply, the thesis proposes two orchestration frameworks for managing edge resources and successfully dealing with load spikes while avoiding over-provisioning. The first one utilizes mobile edge devices while the second leverages the concept of spare devices. Then, focusing on the request placement part of orchestration, the thesis formalizes it in the case of applications structured as chains of functions (so-called microservices) as an instance of the Traveling Purchaser Problem and solves it using Integer Linear Programming. Two different energy metrics influencing request placement decisions are proposed and evaluated. Finally, the thesis explores further resource awareness. Sustainability challenges that should be highlighted more within edge computing are collected. Among those related to resource use, the strategy of sufficiency is promoted as a way forward. It involves aiming at only using the needed resources (no more, no less) with a goal of reducing resource usage. Different tools to adopt it are proposed and their use demonstrated through a case study.

Orchestrating A Resource Aware Edge

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Author : Klervie Toczé
language : en
Publisher:
Release Date : 2024

Orchestrating A Resource Aware Edge written by Klervie Toczé and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024 with categories.

Science And Technologies For Smart Cities

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Author : Sara Paiva
language : en
Publisher: Springer Nature
Release Date : 2022-06-16

Science And Technologies For Smart Cities written by Sara Paiva and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-16 with Computers categories.

This book constitutes the refereed proceedings of the 7th Annual SmartCity360° Summit which was organized in November 2021 in Porto, Portugal. Due to COVID-19 pandemic the conference was held virtually. The volume combines selected papers of 6 conferences, namely EdgeIoT 2021 - International Conference on Intelligent Edge Processing in the IoT Era; IC4S 2021 - International Conference on Cognitive Computing and Cyber Physical Systems; SmartGov 2021 - International Conference on Smart Governance for Sustainable Smart Cities; SmartGift 2021 - International Conference on Smart Grid and Innovative Frontiers in Telecommunications; e PFSM 2021 - International Conference on Privacy and Forensics in Smart Mobility. The 45 full papers were carefully selected from 109 submissions. The papers are organized in four thematic sections on Smart Grid and Innovative Frontiers in Telecommunications; Smart Governance for Sustainable Smart Cities; Privacy and Forensics in Smart Mobility; and Sensor Systems and Software.

Compose In Practice

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-03

Compose In Practice written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-03 with Computers categories.

"Compose in Practice" "Compose in Practice" is a definitive exploration of composability as the cornerstone of modern software architecture. The book meticulously unpacks composability’s theoretical and practical dimensions—beginning with precise definitions, mathematical underpinnings from category theory, and the evolution of compositional patterns across programming paradigms including object-oriented, functional, and reactive domains. Readers are guided through foundational concepts such as abstraction barriers, modularity, and the nuanced interplay between composition and traditional inheritance. Moving beyond theory, the book offers an exhaustive survey of composable software design patterns, from fluent APIs and middleware pipelines to advanced plugin architectures and domain-specific languages. It extends into programming language constructs—shedding light on the role of first-class functions, algebraic data types, metaprogramming, and reactive streams for building resilient, scalable systems. Each chapter is enriched with practical examples and real-world scenarios, ensuring readers can translate compositional principles into robust, maintainable solutions across frameworks and platforms. As the journey continues, "Compose in Practice" delves into composable cloud and infrastructure patterns, comprehensive testing and verification strategies, security and compliance concerns unique to composed environments, and a candid look at common pitfalls and antipatterns. The closing chapters gaze into the future, examining AI-driven workflows, adaptive self-healing systems, and composability’s pivotal role in tomorrow’s edge, IoT, and policy-driven computing. This book serves as an essential reference for architects, developers, and technology leaders seeking to create elegant, scalable, and future-proof software through the art and science of composition.

Cloud Computing And Services Science

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Author : Maarten van Steen
language : en
Publisher: Springer Nature
Release Date : 2024-08-14

Cloud Computing And Services Science written by Maarten van Steen and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-08-14 with Computers categories.

This book constitutes revised selected papers from the 12th and 13th International Conference on Cloud Computing and Services Science , CLOSER 2022 and CLOSER 2023, which took place as a virtual event in April 2022 and in Prague, Czech Republic, in April 2023. CLOSER 2022 received a total of 45 submissions out of which 3 papers are included in this book. From 46 submissions received for CLOSER 2023, 7 papers have been selected for inclusion in this book. They focus on latest advances and various aspects of cloud computing and the link to services science.

6g Enabled Technologies For Next Generation

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Author : Amit Kumar Tyagi
language : en
Publisher: John Wiley & Sons
Release Date : 2025-01-15

6g Enabled Technologies For Next Generation written by Amit Kumar Tyagi and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-15 with Technology & Engineering categories.

A comprehensive reference on 6G wireless technologies, covering applications, hardware, security and privacy concerns, existing challenges, analytics methods, and much more 6G-Enabled Technologies for Next Generation delivers a thorough overview of the emerging sixth generation of wireless technology, presenting critical challenges of implementing 6G technologies including spectrum allocation, energy efficiency, security, interoperability, and more. Explaining ways we can use technologies to ensure a sustainable environment through renewable energy and a resilient industry, this book covers the applications and use cases such as smart grid, IoT, smart manufacturing, addressing security and privacy issues with privacy-preserving techniques and authentication control mechanisms. This book discusses the analytical methods used to study the performance of 6G technologies, covering simulation techniques, performance metrics, and predictive modeling. Introducing the core principles of 6G technology, including the advantages and disadvantages of the technology and how wireless communications have evolved, energy-efficient hardware and the different types of green communication technologies is explained. Many case studies are included in this book with a detailed explanation. Written by a team of experienced researchers, this book discusses: Terahertz (ThZ) communication, massive MIMO and beamforming, quantum communication, bandwidth management, and ultra-dense networks and small cell deployments Smart cities, telemedicine, and autonomous vehicles and schemes for waveform design, modulation, error correction, and advanced coding and modulation Sensor networks, edge computing and mobile cloud computing, and spatial, quantum, and dew computing Quantum-safe encryption, privacy-preserving technologies and techniques, threats and vulnerabilities, and authentication and access control mechanisms Network slicing and service differentiation, multi-connectivity and heterogeneous networks, and wireless power transfer 6G-Enabled Technologies for Next Generation is a comprehensive, up-to-date reference for students, academics, and researchers, along with professionals in the telecommunications field.

Intelligent Internet Of Things Networks

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Author : Haipeng Yao
language : en
Publisher: Springer Nature
Release Date : 2023-06-09

Intelligent Internet Of Things Networks written by Haipeng Yao and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-09 with Computers categories.

This book provides an overview of the Internet of Things Network and Machine Learning and introduces Internet of Things architecture. It designs a new intelligent IoT network architecture and introduces different machine learning approaches to investigate solutions. It discusses how machine learning can help network awareness and achieve network intelligent control. It also dicusses the emerging network techniques that can enable the development of intelligent IoT networks. This book applies several intelligent approaches for efficient resource scheduling in networks. It discusses Mobile Edge Computing aided intelligent IoT and focuses mainly on the resource sharing and edge computation offloading problems in mobile edge networks. The blockchain-based IoT (which allows fairly and securely renting resources and establishing contracts) is discussed as well. The Internet of Things refers to the billions of physical devices that are now connected to and transfer data through the Internet without requiring human-to-human or human-to-computer interaction. According to Gartner's prediction, there will be more than 37 billion IoT connections in the future year of 2025. However, with large-scale IoT deployments, IoT networks are facing challenges in the aspects of scalability, privacy, and security. The ever-increasing complexity of the IoT makes effective monitoring, overall control, optimization, and auditing of the network difficult. Recently, artificial intelligence (AI) and machine learning (ML) approaches have emerged as a viable solution to address this challenge. Machine learning can automatically learn and optimize strategy directly from experience without following pre-defined rules. Therefore, it is promising to apply machine learning in IoT network control and management to leverage powerful machine learning adaptive abilities for higher network performance. This book targets researchers working in the Internet of Things networks as well as graduate students and undergraduate students focused on this field. Industry managers, and government research agencies in the fields of the IoT networks will also want to purchase this book.

The Intersection Of 6g Ai Machine Learning And Embedded Systems

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Author : Shruti Sharma
language : en
Publisher: CRC Press
Release Date : 2025-03-24

The Intersection Of 6g Ai Machine Learning And Embedded Systems written by Shruti Sharma and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-24 with Technology & Engineering categories.

This comprehensive guide to the emerging areas and synergistic relationships among the domains of 6G, machine learning, and embedded systems offers readers a detailed analysis of their converging paths and contributions to the development of intelligent wireless systems. Readers will gain a solid understanding of the principles and technologies behind 6G, machine learning, and embedded systems. They will learn how these three areas intertwine and why this intersection is pivotal for the next generation of wireless technologies. The contributors to this volume present a thorough and detailed analysis of this technology, highlighting its promising features, underlying technologies, and potential applications. The book first explores various applications of machine learning algorithms in areas such as network optimization, resource allocation, interference management, and intelligent data processing and analysis. Design considerations and challenges are presented, and case studies of innovative applications, such as smart cities, autonomous vehicles, healthcare, and industrial automation, are examined. The book concludes with a discussion of future trends and opportunities in this rapidly evolving field. Readers will benefit from the theoretical foundations and practical insights presented within and will be prepared to address future challenges and opportunities in these three fields. This book is a valuable resource for academic researchers and industry professionals working in the fields of wireless communication, machine learning, embedded systems, and artificial intelligence.

Swarm Deployment And Orchestration

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Author : Richard Johnson
language : en
Publisher: HiTeX Press
Release Date : 2025-06-10

Swarm Deployment And Orchestration written by Richard Johnson and has been published by HiTeX Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-06-10 with Computers categories.

"Swarm Deployment and Orchestration" "Swarm Deployment and Orchestration" is a comprehensive guide designed to illuminate the intricacies and best practices of deploying, managing, and scaling containerized applications with Docker Swarm. Beginning with foundational principles, the book methodically explains the evolution of container orchestration, drawing rich comparisons between Swarm, Kubernetes, and Mesos, and explores essential design patterns and architectural guidance that underpin successful cluster management. Through a technical yet approachable lens, readers are introduced to the core components of Swarm, from managers and workers to the robust Raft consensus protocol, delving deep into networking, security models, state management, and cluster self-healing capabilities. As deployments grow in complexity, the text offers advanced, hands-on strategies for automated provisioning, elastic scaling, multi-cluster federation, and disaster recovery. Chapters on service deployment go beyond the basics, tackling continuous delivery practices such as rolling updates, blue/green and canary deployments, robust failure recovery, and meticulous placement controls. A dedicated focus on networking, load balancing, and service discovery ensures that both enterprise and cloud-native architects can design resilient and efficient distributed systems, while detailed discussions on persistent storage provide guidance for managing stateful workloads and integrating with leading cloud storage solutions. Security, compliance, and observability are treated as first-class concerns throughout the book, with actionable approaches for hardening clusters, instituting role-based access, monitoring, secret management, and meeting regulatory requirements. The closing chapters synthesize industry case studies, cost optimization strategies, future trends, and advanced design patterns—highlighting Swarm's pragmatic role within broader DevOps, edge, and hybrid-cloud ecosystems. Whether you are a platform engineer, solutions architect, or IT decision-maker, "Swarm Deployment and Orchestration" offers the authoritative reference and practical toolkit needed to achieve operational excellence with Docker Swarm at any scale.

Multimedia Streaming In Sdn Nfv And 5g Networks

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Author : Alcardo Barakabitze
language : en
Publisher: John Wiley & Sons
Release Date : 2022-12-06

Multimedia Streaming In Sdn Nfv And 5g Networks written by Alcardo Barakabitze and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-12-06 with Technology & Engineering categories.

Multimedia Streaming in SDN/NFV and 5G Networks A comprehensive overview of Quality of Experience control and management of multimedia services in future networks In Multimedia Streaming in SDN/NFV and 5G Networks, renowned researchers deliver a high-level exploration of Quality of Experience (QoE) control and management solutions for multimedia services in future softwarized and virtualized 5G networks. The book offers coverage of network softwarization and virtualization technologies, including SDN, NFV, MEC, and Fog/Cloud Computing, as critical elements for the management of multimedia services in future networks, like 5G and 6G networks and beyond. Providing a fulsome examination of end-to-end QoE control and management solutions in softwarized and virtualized networks, the book concludes with discussions of probable future challenges and research directions in emerging multimedia services and applications, 5G network management and orchestration, network slicing and collaborative service management of multimedia services in softwarized networks, and QoE-oriented business models. The distinguished authors also explore: Thorough introductions to 5G networks, including definitions and requirements, as well as Quality of Experience management of multimedia streaming services Comprehensive explorations of multimedia streaming services over the internet and network softwarization and virtualization in future networks Practical discussions of QoE management using SDN and NFV in future networks, as well as QoE management of multimedia services in emerging architectures, including MEC, ICN, and Fog/Cloud Computing In-depth examinations of QoE in emerging applications, 5G network slicing architectures and implementations, and 5G network slicing orchestration and resource management Perfect for researchers and engineers in multimedia services and telecoms, Multimedia Streaming in SDN/NFV and 5G Networks will also earn a place in the libraries of graduate and senior undergraduate students with interests in computer science, communication engineering, and telecommunication systems.