"Vrba, Pavel" . "3"^^ . . . . "\u00C9cole Polytechnique" . "Deviation Detection in Distributed Control Systems by Means of Statistical Methods" . . "S" . "Jirkovsk\u00FD, V\u00E1clav" . . "2012-10-25+02:00"^^ . . "RIV/68407700:21230/12:00200050!RIV13-MSM-21230___" . "Kadera, Petr" . "Deviation Detection in Distributed Control Systems by Means of Statistical Methods"@en . "[5E8F7F1219E0]" . "Multi-agent systems have done long journey on their way to become a mature paradigm for solving dynamical tasks with distributed merit. There are many successful applications proving benefits of this methodology. However, future expansion of multi-agent technology requires development of appropriate assistive tools. One of the most important is a diagnostic framework that is capable to detect deviations from intended behaviour. The proposed concept of model-based diagnostic framework is able to build stochastic model of a diagnosed system from observed events and interactions among agents within a community. Such a model is then used to evaluate likelihood of observed event sequences in runtime."@en . "Qu\u00E9bec" . "Multi-agent systems have done long journey on their way to become a mature paradigm for solving dynamical tasks with distributed merit. There are many successful applications proving benefits of this methodology. However, future expansion of multi-agent technology requires development of appropriate assistive tools. One of the most important is a diagnostic framework that is capable to detect deviations from intended behaviour. The proposed concept of model-based diagnostic framework is able to build stochastic model of a diagnosed system from observed events and interactions among agents within a community. Such a model is then used to evaluate likelihood of observed event sequences in runtime." . "Multi-agent Systems; Diagnostics; Distributed Control; Hidden Markov Models"@en . "6"^^ . "Deviation Detection in Distributed Control Systems by Means of Statistical Methods"@en . . . "978-1-4673-2420-5" . . . . "Montreal" . "Proceedings of the 38th Annual Conference on IEEE Industrial Electronics Society" . . . . . "RIV/68407700:21230/12:00200050" . . "3"^^ . . "21230" . "130882" . . . "Deviation Detection in Distributed Control Systems by Means of Statistical Methods" .