Advancing Intelligent Networks Through Distributed Optimization by S Suman Rajest

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Advancing Intelligent Networks Through Distributed Optimization by S Suman Rajest

The numerous developments in wireless communications and artificial intelligence (AI) have recently transformed the Internet of Things (IoT) networks to a level of connectivity and intelligence beyond any prior design. This topology is sharply exemplified in mobile edge computing, smart cities, smart homes, smart grids, and the IoT, among many other intelligent applications. Intelligent networks are founded on integrating caching and multi-agent systems that optimize data storage and the entire device's learning process. However, a central node through which all agents transmit status messages and reward information is a major drawback of this design pattern. This central node condition instigates more communication overhead, potential data leakage, and the birth of data islands. To reverse this trend, using distributed optimization techniques and methodologies in cache-enabled multi-agent learning environments is increasingly beneficial. Advancing Intelligent Networks Through Distributed Optimization explains the current race for sophisticated and accurate distributed optimization in cache-enabled intelligent IoT networks given the need to make multi-agent learning converge faster and reduce communication overhead. These techniques will require innovative resource allocation strategies stretching from system training to caching, communication, and processing amongst millions of agents. This book combines the key recent research in these races into a single binder that can serve all the interested theoretical and practical scholars. The book focuses broadly on intelligent systems' optimization trends. It identifies the various applications of advanced distributed optimization from manufacturing to medicine, agriculture and smart cities.
SKU Unavailable
ISBN 13 9798369337394
Title Advancing Intelligent Networks Through Distributed Optimization
Author S Suman Rajest
Series Advances In Computer And Electrical Engineering Ser
Condition Unavailable
Binding Type Hardback
Publisher IGI Global
Year published 2024-08-29
Number of pages 624
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.