A Proposal for a Federated Learning Protocol for Mobile and Management Systems

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26220%2F23%3APU149922" target="_blank" >RIV/00216305:26220/23:PU149922 - isvavai.cz</a>

Result on the web

<a href="https://www.mdpi.com/2076-3417/14/1/101" target="_blank" >https://www.mdpi.com/2076-3417/14/1/101</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.3390/app14010101" target="_blank" >10.3390/app14010101</a>

Result language

angličtina

Original language name

A Proposal for a Federated Learning Protocol for Mobile and Management Systems

Original language description

In this research paper, we introduce a federated learning communication protocol tailored for emergency management applications. Our primary objective is to tackle the communication challenges that arise in such critical scenarios. In order to overcome the limitations associated with centralized server architectures, we present an innovative communication protocol. This protocol empowers the framework to effectively cooperate with multiple centralized servers, fostering efficient knowledge sharing and model training while ensuring the utmost data privacy and security. By harnessing this protocol, our framework elevates the performance and resilience of vital infrastructure systems operating on the Android platform, thereby facilitating real-time operational scenarios. This research makes a substantial contribution to the field of emergency management applications, as we offer a comprehensive solution that optimizes communication and enables seamless collaboration with numerous centralized servers.

Czech name

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Czech description

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Type

J_imp - Article in a specialist periodical, which is included in the Web of Science database

CEP classification

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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

2023

Confidentiality

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

Name of the periodical

Applied Sciences - Basel

ISSN

2076-3417

e-ISSN

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Volume of the periodical

14

Issue of the periodical within the volume

1

Country of publishing house

CH - SWITZERLAND

Number of pages

14

Pages from-to

1-14

UT code for WoS article

001139265800001

EID of the result in the Scopus database

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