An Android Federated Learning Framework for Emergency Management Applications

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F23%3APU149805" target="_blank" >RIV/00216305:26220/23:PU149805 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/document/10333300" target="_blank" >https://ieeexplore.ieee.org/document/10333300</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICUMT61075.2023.10333300" target="_blank" >10.1109/ICUMT61075.2023.10333300</a>

Result language
angličtina
Original language name
An Android Federated Learning Framework for Emergency Management Applications
Original language description
In this paper, we present an Android federated learning framework designed specifically for emergency management applications. Our focus is on addressing the challenges related to communication in such scenarios. To overcome the limitations of centralized server architectures, we propose a novel communication protocol that enables the framework to efficiently collaborate with multiple centralized servers. This protocol facilitates effective knowledge sharing and model training while ensuring data privacy and security. By leveraging this protocol, our framework enhances the performance and robustness of critical infrastructure systems on the Android platform, enabling real-time operational scenarios. Through this research, we contribute to the advancement of emergency management applications by providing a comprehensive solution that optimizes communication and enables seamless collaboration with multiple centralized servers.
Czech name
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Czech description
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Project
<a href="/en/project/VK01030152" target="_blank" >VK01030152: Android federated learning framework for emergency management applications</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year
2023
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
2023 15th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT)
ISBN
979-8-3503-9328-6
ISSN
2157-023X
e-ISSN
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Number of pages
5
Pages from-to
97-101
Publisher name
IEEE
Place of publication
neuveden
Event location
Gent, Belgium
Event date
Oct 30, 2023
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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