Applications of Federated Learning in Technological Advancements

Use Cases and Applications

By: S. Jayachitra (Editor), A. Prasanth (Editor), Rajesh Kumar Dhanaraj (Editor)

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Hardcover | 2 September 2025 | Edition Number 1

At a Glance

Hardcover
188 Pages

Dimensions(cm)
23.39 x 15.6 x 1.27

Hardcover

$336.00

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This book explores the applications and advancements of federated learning across diverse sectors, focusing on its integration with cutting- edge technologies like Internet of Things (IoT), artificial intelligence (AI), blockchain, and digital twins. Real-world examples and case studies illustrate federated learning's role in healthcare, smart cities, and maritime applications while addressing critical concerns such as security. It provides insights into federated learning's transformative potential, offering practical strategies for intelligent systems and sustainable environments.

The book particularly:

Focuses on the federated learning-based model optimization, addressing the significance of IoT and federated learning in the evolution of intelligent systems for various applications
Describes the different optimization techniques of federated learning systems from a practical point of view
Highlights economic, social, and environmental impacts of smart technologies and provides insights into IoT, 5G/ 6G communication, and computing standards
Provides analysis of the use cases of federated learning regarding the development of IoT, AI, blockchain, digital twins
Offers strategies for overcoming challenges associated with federated learning systems, including connectivity, computation, threats, privacy, and security issues

It covers fundamental concepts, practical implementations, and trends, to serve as a reference resource for professionals and researchers in the field.

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