KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F24%3APU154951" target="_blank" >RIV/00216305:26220/24:PU154951 - isvavai.cz</a>
Result on the web
<a href="https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/" target="_blank" >https://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.24138/jcomss-2024-0091" target="_blank" >10.24138/jcomss-2024-0091</a>

Result language
angličtina
Original language name
KiFramework — A Federated Learning Platform with an Innovative Communication Protocol
Original language description
This paper presents a newly developed framework for federated learning adapted to crisis management applications on the Android platform. This framework focuses on solving client communication problems during the federated learning process. KiFramework introduces an innovative communication protocol and framework that enhances data exchange reliability and supports efficient collaboration in multi-server environments, addressing key challenges in traditional centralized server architectures. Our research provides a comprehensive solution to optimize communication and ensure seamless collaboration among multiple servers, improving applications’ efficiency using federated learning.
Czech name
—
Czech description
—

Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
—
OECD FORD branch
20203 - Telecommunications

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
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

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