Abstract
In this chapter, we present several Internet of Things applications that can leverage federated learning. More specifically, we introduce two applications such as smart industry and intelligent reflecting surfaces that can be effectively enabled by federated learning with many advantages compared to centralized machine learning. For both applications, first, we propose a framework. Then, we formulate optimization problems with their possible solutions. Finally, we provide extensive simulation results to validate our proposals.
Original language | English |
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Title of host publication | Wireless Networks (United Kingdom) |
Publisher | Springer Science and Business Media B.V. |
Pages | 221-239 |
Number of pages | 19 |
DOIs | |
Publication status | Published - 2021 |
Publication series
Name | Wireless Networks (United Kingdom) |
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ISSN (Print) | 2366-1186 |
ISSN (Electronic) | 2366-1445 |
Bibliographical note
Publisher Copyright:© 2021, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.