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Semantična obogatitev telemetričnih podatkov z uporabo ontologije in grafov znanja
ID Kocijan, Andrej (Author), ID Jurič, Branko Matjaž (Mentor) More about this mentor... This link opens in a new window

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Abstract
Sodobni porazdeljeni sistemi v oblaku so izredno kompleksni in dinamični. Za učinkovito opazovanje ti sistemi ustvarjajo velike količine telemetričnih podatkov. Pomanjkanje semantične združljivosti in zmožnosti utemeljevanja pa pogosto omejuje njihovo uporabnost pri razumevanju in upravljanju omenjenih sistemov. V diplomski nalogi te izzive rešujemo z oblikovanjem ontologije v jeziku OWL, ki je prilagojena strukturi podatkov standarda OpenTelemetry in omogoča vključevanje teh telemetričnih podatkov v obstoječe tehnologije semantičnega spleta. Naloga predstavi storitev, ki lahko surove telemetrične podatke sproti prevaja v trojice v formatu RDF, skladne z ustvarjeno ontologijo, in jih nato izboljša z uporabo orodja za sklepanje (angl. reasoner), tako da jih je mogoče bolje interpretirati in analizirati.

Language:Slovenian
Keywords:telemetrija, grafi znanja, RDF, ontologija
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FRI - Faculty of Computer and Information Science
Year:2025
PID:20.500.12556/RUL-167620 This link opens in a new window
COBISS.SI-ID:229989891 This link opens in a new window
Publication date in RUL:04.03.2025
Views:462
Downloads:127
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Secondary language

Language:English
Title:Semantic enrichment of telemetry data using an ontology and knowledge graphs
Abstract:
Modern distributed cloud systems are highly complex and dynamic. To enable effective observation, these systems generate large amounts of telemetry data. However, the lack of semantic compatibility and reasoning capabilities often limits their usefulness in understanding and managing the aforementioned systems. This thesis seeks to address these challenges by developing an ontology in OWL, adapted to the data structure of the OpenTelemetry standard, which allows the integration of telemetry data into existing semantic web technologies. The thesis proposes a service that can translate raw telemetry data into RDF triples that conform to the ontology created and enhances the data using an OWL reasoner so that it can be better interpreted and analyzed.

Keywords:telemetry, knowledge graphs, RDF, ontology

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