Developing Networks using Artificial Intelligence: Wireless Networks
Autor Haipeng Yao, Chunxiao Jiang, Yi Qianen Limba Engleză Hardback – 8 mai 2019
Traditional works on the control plane largely rely on a manual process in configuring forwarding, which cannot be employed for today's network conditions. To address this issue, several artificial intelligence approaches for self-learning control strategies are introduced. In addition, resource management problems are ubiquitous in the networking field, such as job scheduling, bitrate adaptation in video streaming and virtual machine placement in cloud computing. Compared with the traditional with-box approach, the authors present some ML methods to solve the complexity network resource allocation problems. Finally, semantic comprehension function is introduced to the network to understand the high-level business intent in this book.
With Software-Defined Networking (SDN), Network Function Virtualization (NFV), 5th Generation Wireless Systems (5G) development, the global network is undergoing profound restructuring and transformation. However, with the improvement of the flexibility and scalability of the networks, as well as the ever-increasing complexity of networks, makes effective monitoring, overall control, and optimization of the network extremely difficult. Recently, adding intelligence to the control plane through AI&ML become a trend and a direction of network development
This book's expected audience includes professors, researchers, scientists, practitioners, engineers, industry managers, and government research workers, who work in the fields of intelligent network. Advanced-level students studying computer science and electrical engineering will also find this book useful as a secondary textbook.
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Specificații
ISBN-13: 9783030150273
ISBN-10: 3030150275
Pagini: 190
Ilustrații: XI, 248 p. 116 illus.
Dimensiuni: 155 x 235 mm
Greutate: 0.58 kg
Ediția:1st ed. 2019
Editura: Springer International Publishing
Colecția Springer
Seria Wireless Networks
Locul publicării:Cham, Switzerland
ISBN-10: 3030150275
Pagini: 190
Ilustrații: XI, 248 p. 116 illus.
Dimensiuni: 155 x 235 mm
Greutate: 0.58 kg
Ediția:1st ed. 2019
Editura: Springer International Publishing
Colecția Springer
Seria Wireless Networks
Locul publicării:Cham, Switzerland
Cuprins
Preface vii.- Acknowledgements ix.- Table of Contents xi.- Chapter 1 Introduction 1.- Chapter 2 Intelligence-Driven Networking Architecture 13.- Chapter 3 Intelligent Network Awareness 31.- Chapter 4 Intelligent Network Control 79.- Chapter 5 Intelligent Network Resource Management 151.- Chapter 6 Intention Based Networking Management 191.- Chapter 7 Conclusions and Future Challenges 237.- Index 241.