Developing Networks using Artificial Intelligence

Language: English

Published by Springer, Springer Mai 2019, 2019

3030150275 / 9783030150273

Series: Book 33 of 58 - Wireless Networks

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This item is printed on demand - Print on Demand Titel. Neuware -This book mainly discusses the most important issues in artificial intelligence-aided future networks, such as applying different ML approaches to investigate solutions to intelligently monitor, control and optimize networking. The authors focus on four scenarios of successfully applying machine learning in network space. It also discusses the main challenge of network traffic intelligent awareness and introduces several machine learning-based traffic awareness algorithms, such as traffic classification, anomaly traffic identification and traffic prediction. The authors introduce some ML approaches like reinforcement learning to deal with network control problem in this book.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 developmentThis 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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 260 pp. Englisch.

Seller Inventory # 9783030150273

Title
Developing Networks using Artificial Intelligence
Author
Haipeng Yao
Publisher
Springer, Springer Mai 2019
Publication year
2019
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3030150275
ISBN 13
9783030150273
Item weight
559 grams
Dimensions
241x160x20 mm
Series
Book 33 of 58: Wireless Networks

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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