Edge Computing Resilience: Overcoming Resource Constraints in Unstable Computing Environments

Yanlong Zhai, Muhammad Mudassar, Liehuang Zhu

科研成果: 书/报告/会议事项章节章节同行评审

1 引用 (Scopus)

摘要

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.

源语言英语
主期刊名SpringerBriefs in Computer Science
出版商Springer
1-123
页数123
DOI
出版状态已出版 - 2024

出版系列

姓名SpringerBriefs in Computer Science
Part F3510
ISSN(印刷版)2191-5768
ISSN(电子版)2191-5776

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引用此

Zhai, Y., Mudassar, M., & Zhu, L. (2024). Edge Computing Resilience: Overcoming Resource Constraints in Unstable Computing Environments. 在 SpringerBriefs in Computer Science (页码 1-123). (SpringerBriefs in Computer Science; 卷 Part F3510). Springer. https://doi.org/10.1007/978-981-97-6998-8