Federated Learning Applications in the Industrial Internet of Everything (IoE)

This book presents a comprehensive exploration of federated learning and its transformative potential across industries, focusing on privacy-preserving, decentralized AI solutions. It introduces novel frameworks and applications in healthcare, smart transportation, energy optimization, and Industry...

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Ente Autore: SpringerLink (Online service)
Altri autori: Mohana, Rajni (Redattore), Sharma, Aman (Redattore), Nayyar, Anand (Redattore), Saini, Poonam (Redattore)
Natura: Elettronico eBook
Lingua:inglese
Pubblicazione: Cham : Springer Nature Switzerland : Imprint: Springer, 2025.
Edizione:1st ed. 2025.
Serie:Studies in Systems, Decision and Control, 611
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Accesso online:https://doi.org/10.1007/978-3-031-99270-4
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Sommario:
  • -- Introduction to Federated Learning and its applications in the IoE
  • Techniques used in Federated Learning
  • Federated Learning in the Manufacturing Industry
  • Federated Learning in the Transportation Industry
  • Federated Learning in the Healthcare Industry
  • Challenges and Opportunities in Federated Learning for the IoE
  • Conclusion and future research directions, etc.