Resilience In Edge Computing

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Edge Computing Resilience

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Author : Yanlong Zhai
language : en
Publisher: Springer Nature
Release Date : 2024-10-07

Edge Computing Resilience written by Yanlong Zhai and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-10-07 with Computers categories.

Edge computing has emerged as a powerful technology for efficiently executing tasks by pushing cloud computing capabilities to the edge of the network. This approach significantly improves the quality of services of IoT applications and greatly enhances the performance of resource-constraint edge devices. However, with the explosive growth in users and data generation, low-computing-capability devices often struggle to meet computation demands in time, posing a significant challenge to the success of edge computing. These challenges include latency requirements, low computational power, system heterogeneity, energy constraints and privacy issues. To address these challenges, it is critical to design robust edge computing systems. This book provides a systematic and comprehensive analysis of edge computing challenges and presents resilient designs and frameworks suitable for real-time edge computing applications. The discussion primarily focuses on overcoming resource constraints in unstable edge computing environments, which is achieved through various concepts and technologies, such as fault handling, optimization and computation offloading. The book is significant to researchers in the field of edge computing, especially in the context of the resource-constrained paradigm, IoT application execution in the edge and fog computing. The book features innovative models and frameworks for processing time-critical, energy-aware and privacy-aware applications. By reading this book, researchers and professionals will gain a deeper understanding of different technologies and frameworks for edge computing and develop an appreciation for edge computing resilience. This resilience makes the edge system robust against frequent system failures for real-time IoT applications. The book provides a foundation for future research in this field and is an essential read for those seeking to advance their knowledge and expertise in edge computing.

Resilience In Edge Computing

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Author : Doğanalp Ergenç
language : en
Publisher:
Release Date : 2025-05-14

Resilience In Edge Computing written by Doğanalp Ergenç and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-14 with Computers categories.

Computing paradigms have continuously evolved to address the growing demands of modern applications. Initially, cloud computing emerged as a transformative approach, enabling the offloading of computationally intensive tasks to centralized and virtualized infrastructures. These infrastructures provide resource scalability and flexibility, and thus can adapt to the diverse applications with varying requirements. However, the centralized nature of cloud computing resources induces additional communication delay and causes network overhead. This is especially problematic for time-sensitive and mission-critical applications. Eventually, edge computing was introduced as a complementary paradigm, bringing computational resources closer to end-users and devices. This proximity benefits time-critical applications by reducing delays and improving responsiveness. It also offers better privacy by processing sensitive data locally on devices or nearby servers, reducing the risk of exposure during transmission to centralized cloud systems. As a natural progression, multi-access edge computing (MEC) has emerged to address the unique requirements of highly dynamic environments. In many 6G-related projects, there is a clear trend toward virtualizing computing resources at the edge. Motivated by the cloud-edge-continuum that is the basis for next-generation metaverse applications and the need for low latency solutions, distributed computing is now receiving even more attention. A final hurdle for the wide use of edge computing for mission-critical applications is resilience. In this context, resilience is the ability of modern communication and computation systems to deal with unknown and unforeseen events, both from internal and external sources. Thus, making MEC resilient to outages, security incidents, and overall challenging conditions is of the highest importance. In this monograph, the current state-of-the-art of resilience in mobile edge computing is reviewed. MEC-specific challenges and resilience objectives are explored, and selected resilience measures are discussed. This monograph is an invaluable resource for beginners and experts in the field and provides a compound resource on resilience in MEC.

Software Architecture For Big Data And The Cloud

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Author : Ivan Mistrik
language : en
Publisher: Morgan Kaufmann
Release Date : 2017-06-12

Software Architecture For Big Data And The Cloud written by Ivan Mistrik and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-12 with Computers categories.

Software Architecture for Big Data and the Cloud is designed to be a single resource that brings together research on how software architectures can solve the challenges imposed by building big data software systems. The challenges of big data on the software architecture can relate to scale, security, integrity, performance, concurrency, parallelism, and dependability, amongst others. Big data handling requires rethinking architectural solutions to meet functional and non-functional requirements related to volume, variety and velocity. The book's editors have varied and complementary backgrounds in requirements and architecture, specifically in software architectures for cloud and big data, as well as expertise in software engineering for cloud and big data. This book brings together work across different disciplines in software engineering, including work expanded from conference tracks and workshops led by the editors.

Guide To Disaster Resilient Communication Networks

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Author : Jacek Rak
language : en
Publisher: Springer Nature
Release Date : 2020-07-22

Guide To Disaster Resilient Communication Networks written by Jacek Rak and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-22 with Computers categories.

This authoritative volume presents a comprehensive guide to the evaluation and design of networked systems with improved disaster resilience. The text offers enlightening perspectives on issues relating to all major failure scenarios, including natural disasters, disruptions caused by adverse weather conditions, massive technology-related failures, and malicious human activities. Topics and features: describes methods and models for the analysis and evaluation of disaster-resilient communication networks; examines techniques for the design and enhancement of disaster-resilient systems; provides a range of schemes and algorithms for resilient systems; reviews various advanced topics relating to resilient communication systems; presents insights from an international selection of more than 100 expert researchers working across the academic, industrial, and governmental sectors. This practically-focused monograph, providing invaluable support on topics of resilient networking equipment and software, is an essential reference for network professionals including network and networked systems operators, networking equipment vendors, providers of essential services, and regulators. The work can also serve as a supplementary textbook for graduate and PhD courses on networked systems resilience.

Architecting Cloud Computing Solutions

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Author : Kevin L. Jackson
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-05-30

Architecting Cloud Computing Solutions written by Kevin L. Jackson and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-05-30 with Computers categories.

Accelerating Business and Mission Success with Cloud Computing. Key Features A step-by-step guide that will practically guide you through implementing Cloud computing services effectively and efficiently. Learn to choose the most ideal Cloud service model, and adopt appropriate Cloud design considerations for your organization. Leverage Cloud computing methodologies to successfully develop a cost-effective Cloud environment successfully. Book Description Cloud adoption is a core component of digital transformation. Scaling the IT environment, making it resilient, and reducing costs are what organizations want. Architecting Cloud Computing Solutions presents and explains critical Cloud solution design considerations and technology decisions required to choose and deploy the right Cloud service and deployment models, based on your business and technology service requirements. This book starts with the fundamentals of cloud computing and its architectural concepts. It then walks you through Cloud service models (IaaS, PaaS, and SaaS), deployment models (public, private, community, and hybrid) and implementation options (Enterprise, MSP, and CSP) to explain and describe the key considerations and challenges organizations face during cloud migration. Later, this book delves into how to leverage DevOps, Cloud-Native, and Serverless architectures in your Cloud environment and presents industry best practices for scaling your Cloud environment. Finally, this book addresses (in depth) managing essential cloud technology service components such as data storage, security controls, and disaster recovery. By the end of this book, you will have mastered all the design considerations and operational trades required to adopt Cloud services, no matter which cloud service provider you choose. What you will learn Manage changes in the digital transformation and cloud transition process Design and build architectures that support specific business cases Design, modify, and aggregate baseline cloud architectures Familiarize yourself with cloud application security and cloud computing security threats Design and architect small, medium, and large cloud computing solutions Who this book is for If you are an IT Administrator, Cloud Architect, or a Solution Architect keen to benefit from cloud adoption for your organization, then this book is for you. Small business owners, managers, or consultants will also find this book useful. No prior knowledge of Cloud computing is needed.

Beyond Edge Computing

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Author : Ana Juan Ferrer
language : en
Publisher: Springer Nature
Release Date : 2023-03-22

Beyond Edge Computing written by Ana Juan Ferrer and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-22 with Computers categories.

This book explores the most recent Edge and Distributed Cloud computing research and industrial advances, settling the basis for Advanced Swarm Computing developments. It features the Swarm computing concepts and realizes it as an Ad-hoc Edge Cloud architecture. Unlike current techniques in Edge and Cloud computing that solely view IoT connected devices as sources of data, Swarm computing aims at using the compute capabilities of IoT connected devices in coordination with current Edge and Cloud computing innovations. In addition to being more widely available, IoT-connected devices are also quickly becoming more sophisticated in terms of their ability to carry considerable compute and storage resources. Swarm computing and Ad-hoc Edge Cloud take full advantage of this trend to create on-demand, autonomic and decentralized self-managed computing infrastructures. Focusing on cognitive resource and service management, the book examines the specific research challenges of the Swarm computing approach, related to the characteristics of IoT connected devices that form the infrastructure. It also offers academics and practitioners insights for future research in the fields of Edge and Swarm computing.

Fog Computing In The Internet Of Things

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Author : Amir M. Rahmani
language : en
Publisher: Springer
Release Date : 2017-06-07

Fog Computing In The Internet Of Things written by Amir M. Rahmani and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-07 with Technology & Engineering categories.

This book describes state-of-the-art approaches to Fog Computing, including the background of innovations achieved in recent years. Coverage includes various aspects of fog computing architectures for Internet of Things, driving reasons, variations and case studies. The authors discuss in detail key topics, such as meeting low latency and real-time requirements of applications, interoperability, federation and heterogeneous computing, energy efficiency and mobility, fog and cloud interplay, geo-distribution and location awareness, and case studies in healthcare and smart space applications.

Resilience

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Author : Andrew Zolli
language : en
Publisher: Simon and Schuster
Release Date : 2013-07-09

Resilience written by Andrew Zolli and has been published by Simon and Schuster this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-07-09 with Business & Economics categories.

All systems break down. Some bounce back, others do not. This is a book about why. Covering business, economic, geographic and social systems, Zolli uncovers a wealth of absorbing examples--from the link between US oil prices and the recent 'tortilla riots' in Mexico to what was really happening when the U.S. government decided not to bail out Lehman Bros.

Ai Based Advanced Optimization Techniques For Edge Computing

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Author : Mohit Kumar
language : en
Publisher: John Wiley & Sons
Release Date : 2025-05-28

Ai Based Advanced Optimization Techniques For Edge Computing written by Mohit Kumar 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 2025-05-28 with Computers categories.

The book offers cutting-edge insights into AI-driven optimization algorithms and their crucial role in enhancing real-time applications within fog and Edge IoT networks and addresses current challenges and future opportunities in this rapidly evolving field. This book focuses on artificial intelligence-induced adaptive optimization algorithms in fog and Edge IoT networks. Artificial intelligence, fog, and edge computing, together with IoT, are the next generation of paradigms offering services to people to improve existing services for real-time applications. Over the past few years, there has been rigorous growth in AI-based optimization algorithms and Edge and IoT paradigms. However, despite several applications and advancements, there are still some limitations and challenges to address including security, adaptive, complex, and heterogeneous IoT networks, protocols, intelligent offloading decisions, latency, energy consumption, service allocation, and network lifetime. This volume aims to encourage industry professionals to initiate a set of architectural strategies to solve open research computation challenges. The authors achieve this by defining and exploring emerging trends in advanced optimization algorithms, AI techniques, and fog and Edge technologies for IoT applications. Solutions are also proposed to reduce the latency of real-time applications and improve other quality of service parameters using adaptive optimization algorithms in fog and Edge paradigms. The book provides information on the full potential of IoT-based intelligent computing paradigms for the development of suitable conceptual and technological solutions using adaptive optimization techniques when faced with challenges. Additionally, it presents in-depth discussions in emerging interdisciplinary themes and applications reflecting the advancements in optimization algorithms and their usage in computing paradigms. Audience Researchers, industrial engineers, and graduate/post-graduate students in software engineering, computer science, electronic and electrical engineering, data analysts, and security professionals working in the fields of intelligent computing paradigms and similar areas.

Building Distributed Systems

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Author : Ranjit Aneesh
language : en
Publisher: BPB Publications
Release Date : 2025-04-28

Building Distributed Systems written by Ranjit Aneesh and has been published by BPB Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-04-28 with Computers categories.

DESCRIPTION In today's digital landscape, distributed systems are the backbone of scalable and reliable applications, powering everything from e-commerce giants to real-time streaming services. This book, Building Distributed Systems, provides a practical and accessible guide to understanding and constructing these complex architectures, bridging the gap between foundational theory and real-world application. In this book, we will dive into the fundamentals of distributed systems, understand how computing evolved and what are some critical aspects of these systems that software architects and engineers must always be aware of to help them make design and implementation decisions. Furthermore, we will learn to make tradeoff decisions grounded on key objectives that our systems should focus on versus what may not be so important for each specific use case. By the end of this book, you will possess a strong understanding of distributed systems and be equipped to design, build, and deploy scalable and reliable applications. You will gain practical insights into modern architectures, enabling you to confidently tackle the challenges of building and maintaining distributed systems in any environment. WHAT YOU WILL LEARN ● Architect microservices, implement caching, and deploy resilient distributed systems. ● Master event-driven patterns, traffic routing, and cloud platform selection. ● Design for consistency, availability, and implement robust data strategies. ● Optimize performance via CI/CD, load balancing, and advanced caching. ● Engineer fault-tolerant systems using CQRS, circuit breakers, and cloud services. ● Navigate CAP theorem trade-offs and build observable distributed architectures. ● Deploy with feature flags, Kubernetes, and ensure operational readiness. ● Build scalable systems, manage data, and optimize cloud infrastructure. WHO THIS BOOK IS FOR This book is for software engineers, architects, and computer science students eager to build scalable internet systems. A basic understanding of software design principles is beneficial for those seeking practical, real-world implementations. TABLE OF CONTENTS 1. Distributed Systems Fundamentals 2. Monoliths and Microservices 3. Architecture of Distributed Systems 4. Consistency and Availability 5. Design for Speed and Efficiency 6. Event-driven Systems 7. Traffic Routing Strategies 8. Building Resilient Systems 9. Data Storage Strategies 10. Observability and Operational Readiness 11. Distributed Caching 12. Choosing Platform and Technologies 13. Deployment Strategies and Production Readiness