KiFramework - A Federated Learning Platform
The result's identifiers
Result code in 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>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
KiFramework - A Federated Learning Platform
Original language description
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.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
20203 - Telecommunications
Result continuities
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)
Others
Publication year
2024
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
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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Number of pages
6
Pages from-to
„“-„“
Publisher name
IEEE
Place of publication
Spain
Event location
Meloneras, Gran Canaria, Spain
Event date
Nov 26, 2024
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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