Prioritised objectives for model predictive control of building heating systems

dc.contributor.authorO'Dwyer, Edward
dc.contributor.authorDe Tommasi, Luciano
dc.contributor.authorKouramas, Konstantinos
dc.contributor.authorCychowski, Marcin
dc.contributor.authorLightbody, Gordon
dc.contributor.funderIrish Research Councilen
dc.contributor.funderUnited Technologies Research Center Ireland
dc.date.accessioned2018-01-17T11:53:47Z
dc.date.available2018-01-17T11:53:47Z
dc.date.issued2017-04-13
dc.date.updated2018-01-17T11:38:07Z
dc.description.abstractAdvantages of Model Predictive Control (MPC) strategies for control of building energy systems have been widely reported. A key requirement for successful realisation of such approaches is that strategies are formulated in such a way as to be easily adapted to fit a wide range of buildings with little commissioning effort. This paper introduces an MPC-based building heating strategy, whereby the (typically competing) objectives of energy and thermal comfort are optimised in a prioritised manner. The need for balancing weights in an objective function is eliminated, simplifying the design of the strategy. The problem is further divided into supply and demand problems, separating a high order linear optimisation from a low order nonlinear optimisation. The performance of the formulation is demonstrated in a simulation platform, which is trained to replicate the thermal dynamics of a real building using data taken from the building.en
dc.description.sponsorshipIrish Research Council and United Technologies Research Center Ireland (Enterprise Partnership Scheme)en
dc.description.statusPeer revieweden
dc.description.versionAccepted Versionen
dc.format.mimetypeapplication/pdfen
dc.identifier.citationO'Dwyer, E., De Tommasi, L., Kouramas, K., Cychowski, M. and Lightbody, G. (2017) 'Prioritised objectives for model predictive control of building heating systems', Control Engineering Practice, 63, pp. 57-68. doi:10.1016/j.conengprac.2017.03.018en
dc.identifier.doi10.1016/j.conengprac.2017.03.018
dc.identifier.endpage68en
dc.identifier.issn0967-0661
dc.identifier.journaltitleControl Engineering Practiceen
dc.identifier.startpage57en
dc.identifier.urihttps://hdl.handle.net/10468/5287
dc.identifier.volume63en
dc.language.isoenen
dc.publisherElsevier B.V.en
dc.rights© 2017, Elsevier Ltd. All rights reserved. This manuscript version is made available under the CC-BY-NC-ND 4.0 license.en
dc.rights.urihttps://creativecommons.org/licenses/by-nc-nd/4.0/en
dc.subjectLexicographic MPCen
dc.subjectPrioritised objectivesen
dc.subjectBuilding energyen
dc.subjectFault toleranceen
dc.subjectSystem identificationen
dc.titlePrioritised objectives for model predictive control of building heating systemsen
dc.typeArticle (peer-reviewed)en
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