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Description
  • Industrial model-based control often relies on parametric models. However, for certain operational conditions either the precise underlying physical model is not available or the lack of relevant or reliable data prevents its use. A popular approach is to employ the black box or grey box models, releasing the theoretical rigor. This leads to several candidate models being at disposal, from which the (often subjectively) prominent one is selected. However, in the presence of model uncertainty, we propose to benefit from a subset of credible models. The idea behind the multimodelling approach is closely related to hierarchical modelling methodology. By using several modelling levels, it is possible to achieve relatively high quality and robust solution, providing a way around typical constraints in industrial applications.
  • Industrial model-based control often relies on parametric models. However, for certain operational conditions either the precise underlying physical model is not available or the lack of relevant or reliable data prevents its use. A popular approach is to employ the black box or grey box models, releasing the theoretical rigor. This leads to several candidate models being at disposal, from which the (often subjectively) prominent one is selected. However, in the presence of model uncertainty, we propose to benefit from a subset of credible models. The idea behind the multimodelling approach is closely related to hierarchical modelling methodology. By using several modelling levels, it is possible to achieve relatively high quality and robust solution, providing a way around typical constraints in industrial applications. (en)
Title
  • Adaptive Continuous Hierarchical Model-Based Decision Making for process modelling with realistic requirements
  • Adaptive Continuous Hierarchical Model-Based Decision Making for process modelling with realistic requirements (en)
skos:prefLabel
  • Adaptive Continuous Hierarchical Model-Based Decision Making for process modelling with realistic requirements
  • Adaptive Continuous Hierarchical Model-Based Decision Making for process modelling with realistic requirements (en)
skos:notation
  • RIV/48361143:_____/11:#0000006!RIV12-MSM-48361143
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(7D09008)
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 184580
http://linked.open...ai/riv/idVysledku
  • RIV/48361143:_____/11:#0000006
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • Bayesian modelling; hierarchical model; parameter estimation; cold strip rolling; rolling mills (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [FBEE55AA8333]
http://linked.open...v/mistoKonaniAkce
  • Noordwijkerhout, The Netherlands
http://linked.open...i/riv/mistoVydani
  • Portugalsko
http://linked.open...i/riv/nazevZdroje
  • 8th International Conference on Informatics in Control, Automation and Robotics - ICINCO 2011
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Dedecius, Kamil
  • Ettler, Pavel
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
number of pages
http://purl.org/ne...btex#hasPublisher
  • SciTePress – Science and Technology Publications
https://schema.org/isbn
  • 978-989-8425-74-4
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