KiFramework — A Federated Learning Platform with an Innovative Communication Protocol

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dc.contributor.authorMichálek, Jakubcs
dc.contributor.authorOujezský, Václavcs
dc.contributor.authorŠkorpil, Vladislavcs
dc.coverage.issue4cs
dc.coverage.volume20cs
dc.date.accessioned2025-06-10T12:57:22Z
dc.date.available2025-06-10T12:57:22Z
dc.date.issued2024-12-10cs
dc.description.abstractThis 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.en
dc.formattextcs
dc.format.extent329-339cs
dc.format.mimetypeapplication/pdfcs
dc.identifier.citationJournal of Communications Software and Systems. 2024, vol. 20, issue 4, p. 329-339.en
dc.identifier.doi10.24138/jcomss-2024-0091cs
dc.identifier.issn1846-6079cs
dc.identifier.orcid0000-0001-5504-7533cs
dc.identifier.orcid0000-0001-7629-6299cs
dc.identifier.orcid0000-0003-0957-0563cs
dc.identifier.other193708cs
dc.identifier.researcheridQ-9784-2017cs
dc.identifier.scopus57160133400cs
dc.identifier.urihttps://hdl.handle.net/11012/251609
dc.language.isoencs
dc.publisherCroatian Communications and Information Societycs
dc.relation.ispartofJournal of Communications Software and Systemscs
dc.relation.urihttps://jcoms.fesb.unist.hr/10.24138/jcomss-2024-0091/cs
dc.rightsCreative Commons Attribution-NonCommercial 4.0 Internationalcs
dc.rights.accessopenAccesscs
dc.rights.sherpahttp://www.sherpa.ac.uk/romeo/issn/1846-6079/cs
dc.rights.urihttp://creativecommons.org/licenses/by-nc/4.0/cs
dc.subjectAndroiden
dc.subjectcommunication protocolen
dc.subjectfederated learningen
dc.subjectframeworken
dc.subjectMachine Learningen
dc.titleKiFramework — A Federated Learning Platform with an Innovative Communication Protocolen
dc.type.driverarticleen
dc.type.statusPeer-revieweden
dc.type.versionpublishedVersionen
eprints.grantNumberinfo:eu-repo/grantAgreement/MV0/VK/VK01030152cs
sync.item.dbidVAV-193708en
sync.item.dbtypeVAVen
sync.item.insts2025.06.10 14:57:22en
sync.item.modts2025.06.10 14:33:04en
thesis.grantorVysoké učení technické v Brně. Fakulta elektrotechniky a komunikačních technologií. Ústav telekomunikacícs
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