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Explore the concepts, algorithms, and applications underlying
federated learning In Federated Learning for Future Intelligent
Wireless Networks, a team of distinguished researchers delivers a
robust and insightful collection of resources covering the
foundational concepts and algorithms powering federated learning,
as well as explanations of how they can be used in wireless
communication systems. The editors have included works that examine
how communication resource provision affects federated learning
performance, accuracy, convergence, scalability, and security and
privacy. In the book, readers will explore a wide range of topics
that show how federated learning algorithms, concepts, and design
and optimization issues that apply to wireless communications.
Readers will also find: A thorough introduction to the fundamental
concepts and algorithms of federated learning, including
horizontal, vertical, and hybrid FL Comprehensive explorations of
wireless communication network design and optimization for
federated learning Practical discussions of novel federated
learning algorithms and frameworks for future wireless networks
Expansive case studies in edge intelligence, autonomous driving,
IoT, MEC, blockchain, and content caching and distribution Perfect
for electrical and computer science engineers, researchers,
professors, and postgraduate students with an interest in machine
learning, Federated Learning for Future Intelligent Wireless
Networks will also benefit regulators and institutional actors
responsible for overseeing and making policy in the area of
artificial intelligence.
This book provides an in-depth introduction to all major control
and stability issues related to microgrids. It is the first book to
offer a comprehensive look into the methodologies and philosophies
behind system modeling, coordinated control, and protection for
developing reliable, robust, and efficient operation of modular
uninterruptible power supply systems. For each topic, a theoretical
introduction and overview are backed by concrete programming
examples that enable the reader to thoroughly understand the topic
and develop and conduct simulation models.
Series-Parallel Converter-Based Microgrids: System-Level Control
and Stability is the first book to provide a comprehensive and
in-depth introduction to the rapid development of series-parallel
converter applications in the microgrid system. It provides an
advanced and in-depth introduction into all major system modeling,
coordinated control, and stability analysis issues, and provides
useful methodologies and philosophies for developing new topologies
and controls for self-organized decentralized operation of
microgrid systems. For each topic, a theoretical introduction and
overview are backed by very concrete programming examples that
enable the reader to not only understand the topic but to develop
microgrid simulation models.
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