KiFramework - A Federated Learning Platform

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F24%3APU154837" target="_blank" >RIV/00216305:26220/24:PU154837 - isvavai.cz</a>

Výsledek na webu

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DOI - Digital Object Identifier

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Jazyk výsledku

angličtina

Název v původním jazyce

KiFramework - A Federated Learning Platform

Popis výsledku v původním jazyce

This paper introduces a developed framework for federated learning on the Android mobile platform, specifically designed for crisis management applications. The framework primarily addresses challenges related to client communication during federated learning. To overcome the limitations of centralized server architectures, we have developed a novel communication protocol that ensures reliable communication during the learning process while facilitating efficient collaboration among multiple centralized servers. This protocol enables effective knowledge sharing and model training while maintaining data privacy and security. By leveraging this protocol, our framework enhances the performance and resilience of critical infrastructure systems on the Android platform, enabling real-time operations. Through this research, we contribute to improving crisis management applications by providing a comprehensive solution that optimizes communication and supports seamless collaboration across multiple centralized servers.

Název v anglickém jazyce

KiFramework - A Federated Learning Platform

Popis výsledku anglicky

This paper introduces a developed framework for federated learning on the Android mobile platform, specifically designed for crisis management applications. The framework primarily addresses challenges related to client communication during federated learning. To overcome the limitations of centralized server architectures, we have developed a novel communication protocol that ensures reliable communication during the learning process while facilitating efficient collaboration among multiple centralized servers. This protocol enables effective knowledge sharing and model training while maintaining data privacy and security. By leveraging this protocol, our framework enhances the performance and resilience of critical infrastructure systems on the Android platform, enabling real-time operations. Through this research, we contribute to improving crisis management applications by providing a comprehensive solution that optimizes communication and supports seamless collaboration across multiple centralized servers.

Druh

D - Stať ve sborníku

CEP obor

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OECD FORD obor

20203 - Telecommunications

Projekt

<a href="/cs/project/VK01030152" target="_blank" >VK01030152: Framework federativního učení systémů Android pro aplikace krizového řízení</a><br>

Návaznosti

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Rok uplatnění

2024

Kód důvěrnosti údajů

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

Název statě ve sborníku

2024 16th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops (ICUMT 2024)

ISBN

978-80-214-6295-3

ISSN

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e-ISSN

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Počet stran výsledku

6

Strana od-do

„“-„“

Název nakladatele

IEEE

Místo vydání

Spain

Místo konání akce

Meloneras, Gran Canaria, Spain

Datum konání akce

26. 11. 2024

Typ akce podle státní příslušnosti

WRD - Celosvětová akce

Kód UT WoS článku

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