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  • The distributed intelligent control systems based on multi-agent systems paradigm bring many important features, including their flexibility and extensibility. These features are even more apparent when the agents use ontologies as a base for their knowledge management - such ontologies can be regarded as models that to some degree drive the operation of the system. However, much of the information from knowledge bases of agents can be used also for other important ability of a control system - the diagnostics. In this paper, we demonstrate and discuss two approaches to diagnostics - one based on description logic reasoning and the other one based on Hidden Markov Models. Both of these approaches are illustrated on sample scenario from a transportation system.
  • The distributed intelligent control systems based on multi-agent systems paradigm bring many important features, including their flexibility and extensibility. These features are even more apparent when the agents use ontologies as a base for their knowledge management - such ontologies can be regarded as models that to some degree drive the operation of the system. However, much of the information from knowledge bases of agents can be used also for other important ability of a control system - the diagnostics. In this paper, we demonstrate and discuss two approaches to diagnostics - one based on description logic reasoning and the other one based on Hidden Markov Models. Both of these approaches are illustrated on sample scenario from a transportation system. (en)
Title
  • Diagnostics of Distributed Intelligent Control Systems: Reasoning using Ontologies and Hidden Markov Models
  • Diagnostics of Distributed Intelligent Control Systems: Reasoning using Ontologies and Hidden Markov Models (en)
skos:prefLabel
  • Diagnostics of Distributed Intelligent Control Systems: Reasoning using Ontologies and Hidden Markov Models
  • Diagnostics of Distributed Intelligent Control Systems: Reasoning using Ontologies and Hidden Markov Models (en)
skos:notation
  • RIV/68407700:21230/12:00194499!RIV13-MSM-21230___
http://linked.open...avai/predkladatel
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  • S, Z(MSM6840770038)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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  • 130964
http://linked.open...ai/riv/idVysledku
  • RIV/68407700:21230/12:00194499
http://linked.open...riv/jazykVysledku
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  • Intelligent Knowledge-Based Systems; Agents; Diagnostics; Markov Models; Distributed Control; Semantics; Ontologies; Description Logic (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [F5C143B07E1F]
http://linked.open...v/mistoKonaniAkce
  • Bucharest
http://linked.open...i/riv/mistoVydani
  • Budapest
http://linked.open...i/riv/nazevZdroje
  • Proceedings of the 14th IFAC Symposium on Information Control Problems in Manufacturing
http://linked.open...in/vavai/riv/obor
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http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Vrba, Pavel
  • Jirkovský, Václav
  • Kadera, Petr
  • Obitko, Marek
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
http://linked.open...n/vavai/riv/zamer
issn
  • 1474-6670
number of pages
http://bibframe.org/vocab/doi
  • 10.3182/20120523-3-RO-2023.00124
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  • IFAC
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  • 978-3-902661-98-2
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  • 21230
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