Dynamic Resource Management in Service-Oriented Core Networks

Dynamic Resource Management in Service-Oriented Core Networks
Title Dynamic Resource Management in Service-Oriented Core Networks PDF eBook
Author Weihua Zhuang
Publisher Springer Nature
Pages 182
Release 2021-11-03
Genre Computers
ISBN 3030871363

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This book provides a timely and comprehensive study of dynamic resource management for network slicing in service-oriented fifth-generation (5G) and beyond core networks. This includes the perspective of developing efficient computation resource provisioning and scheduling solutions to guarantee consistent service performance in terms of end-to-end (E2E) data delivery delay. Network slicing is enabled by the software defined networking (SDN) and network function virtualization (NFV) paradigms. For a network slice with a target traffic load, the E2E service delivery is enabled by virtual network function (VNF) placement and traffic routing with static resource allocations. When data traffic enters the network, the traffic load is dynamic and can deviate from the target value, potentially leading to QoS performance degradation and network congestion. Data traffic has dynamics in different time granularities. For example, the traffic statistics (e.g., mean and variance) can be non-stationary and experience significant changes in a coarse time granularity, which are usually predictable. Within a long time duration with stationary traffic statistics, there are traffic dynamics in small timescales, which are usually highly bursty and unpredictable. To provide continuous QoS performance guarantee and ensure efficient and fair operation of the network slices over time, it is essential to develop dynamic resource management schemes for the embedded services in the presence of traffic dynamics during virtual network operation. Queueing theory is used in system modeling, and different techniques including optimization and machine learning are applied to solving the dynamic resource management problems. Based on a simplified M/M/1 queueing model with Poisson traffic arrivals, an optimization model for flow migration is presented to accommodate the large-timescale changes in the average traffic rates with average E2E delay guarantee, while addressing a trade-off between load balancing and flow migration overhead. To overcome the limitations of Poisson traffic model, the authors present a machine learning approach for dynamic VNF resource scaling and migration. The new solution captures the inherent traffic patterns in a real-world traffic trace with non-stationary traffic statistics in large timescale, predicts resource demands for VNF resource scaling, and triggers adaptive VNF migration decision making, to achieve load balancing, migration cost reduction, and resource overloading penalty suppression in the long run. Both supervised and unsupervised machine learning tools are investigated for dynamic resource management. To accommodate the traffic dynamics in small time granularities, the authors present a dynamic VNF scheduling scheme to coordinate the scheduling among VNFs of multiple services, which achieves network utility maximization with delay guarantee for each service. Researchers and graduate students working in the areas of electrical engineering, computing engineering and computer science will find this book useful as a reference or secondary text. Professionals in industry seeking solutions to dynamic resource management for 5G and beyond networks will also want to purchase this book.

Network-Centric Service Oriented Enterprise

Network-Centric Service Oriented Enterprise
Title Network-Centric Service Oriented Enterprise PDF eBook
Author William Y. Chang
Publisher Springer Science & Business Media
Pages 551
Release 2007-10-16
Genre Business & Economics
ISBN 1402064551

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This is the first comprehensive book about the emerging technology of Network-Centric Service-Oriented Enterprise (NCSOE). It establishes a system-of-systems (SoS) view of information technologies. The book discusses the practical capability of a competitive ecosystem in terms of how to achieve decision superiority from exploiting information and situation awareness as a key enabler in multiple sectors of the economy.

Intelligent Resource Management in Vehicular Networks

Intelligent Resource Management in Vehicular Networks
Title Intelligent Resource Management in Vehicular Networks PDF eBook
Author Haixia Peng
Publisher Springer Nature
Pages 163
Release 2022-03-29
Genre Technology & Engineering
ISBN 3030965074

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This book provides a comprehensive investigation on new technologies for future vehicular networks. The authors propose different schemes to efficiently manage the multi-dimensional resources for supporting diversified applications. The authors answer the questions of why connected and automated vehicle technology should be considered; how the multi-access edge computing (MEC) and unmanned aerial vehicle (UAV) technologies can be helpful to vehicular networks; how to efficiently manage the multi-dimensional resources to support different vehicular applications with guaranteed quality-of-service (QoS) requirements; and how to adopt optimization and AI technologies to achieve resource management in vehicular networks. The book is pertinent to researchers, professionals, academics and students in vehicular technologies.

Intelligent Resource Management for Network Slicing in 5G and Beyond

Intelligent Resource Management for Network Slicing in 5G and Beyond
Title Intelligent Resource Management for Network Slicing in 5G and Beyond PDF eBook
Author Qiang Ye
Publisher Springer Nature
Pages 202
Release 2022-01-01
Genre Computers
ISBN 3030886662

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This book provides a timely and comprehensive study of developing efficient network slicing frameworks in both 5G wireless and core networks. It also presents protocol stack layer perspectives, which includes virtual network topology design, end-to-end delay modeling, dynamic resource slicing, and link-layer and transport-layer protocol customization. This book provides basic principles, concepts and technologies for communication, computing and networking. Optimization and queueing analysis techniques are applied to solving different problems for network slicing illustrated in this book as well. Researchers working in the area of network slicing in 5G networks and beyond, and advanced-level students majoring in electrical engineering, computer engineering and computer science will find this book useful as a reference or secondary textbook. Professionals in industry seeking solutions to resource management for 5G networks and beyond will also want to purchase this book.

7th EAI International Conference on Robotic Sensor Networks

7th EAI International Conference on Robotic Sensor Networks
Title 7th EAI International Conference on Robotic Sensor Networks PDF eBook
Author Ömer Melih Gül
Publisher Springer Nature
Pages 205
Release
Genre
ISBN 3031644956

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Future Network Architectures And Core Technologies

Future Network Architectures And Core Technologies
Title Future Network Architectures And Core Technologies PDF eBook
Author Ju-long Lan
Publisher World Scientific
Pages 474
Release 2022-04-08
Genre Computers
ISBN 9811237573

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This book introduces the background, basic concepts and evolution of computer network development; by comparing and contrasting with the typical network architectures in the market. The book focuses on the architecture and underpinning technologies towards the future in network designs. It also provides a reconfigurable evolutionary network function innovation platform for researches to run experiments on the networks they designed. The contents of this book are novel, informative, and practical — a reflection of the state-of-art development in network architecture.This book is written for engineers and researchers specializing in communications or computer networks. It could also be adopted as a textbook for graduate students majoring in communications, computing, and computer network related disciplines in colleges and universities.

Service-Oriented Computing

Service-Oriented Computing
Title Service-Oriented Computing PDF eBook
Author Alistair Barros
Publisher Springer
Pages 502
Release 2015-11-25
Genre Computers
ISBN 3662486164

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This book constitutes the proceedings of the 13th International Conference on Service-Oriented Computing, ICSOC 2015, held in Goa, India, in November 2015. The 23 full, 9 short, and 5 demo track papers presented in this volume were carefully reviewed and selected from 132 submissions. The research track papers are organized in topical sections named: internet of services/things; data services and cloud platform management; cloud services management; service composition; business process management; cloud services; QoS and trust; service composition.