Optimal energy management of a small-size building via hybrid model predictive control

dc.contributor.authorKhakimova, Albina
dc.contributor.authorKusatayeva, Aliya
dc.contributor.authorShamshimova, Akmaral
dc.contributor.authorSharipova, Dana
dc.contributor.authorBemporad, Alberto
dc.contributor.authorFamiliant, Yakov
dc.contributor.authorShintemirov, Almas
dc.contributor.authorTen, Viktor
dc.contributor.authorRubagotti, Matteo
dc.creatorAlbina, Khakimova
dc.date.accessioned2017-12-22T08:00:32Z
dc.date.available2017-12-22T08:00:32Z
dc.date.issued2017-04-01
dc.description.abstractAbstract This paper presents the design of a Model Predictive Control (MPC) scheme to optimally manage the thermal and electrical subsystems of a small-size building (“smart house”), with the objective of minimizing the expense for buying energy from the grid, while keeping the room temperature within given time-varying bounds. The system, for which an experimental prototype has been built, includes PV panels, solar collectors, a battery pack, an electrical heater in a thermal storage tank, and two pumps on the solar collector and radiator hydraulic circuits. The presence of binary control inputs together with continuous ones naturally leads to using a hybrid dynamical model, and the MPC controller solves a mixed-integer linear program at each sampling instant, relying on weather forecast data for ambient temperature and solar irradiance. The procedure for controller design is reported with focus on the specific application, and the proposed method is successfully tested on the experimental site.en_US
dc.identifierDOI:10.1016/j.enbuild.2017.01.045
dc.identifier.citationAlbina Khakimova, Aliya Kusatayeva, Akmaral Shamshimova, Dana Sharipova, Alberto Bemporad, Yakov Familiant, Almas Shintemirov, Viktor Ten, Matteo Rubagotti, Optimal energy management of a small-size building via hybrid model predictive control, In Energy and Buildings, Volume 140, 2017, Pages 1-8en_US
dc.identifier.issn03787788
dc.identifier.urihttps://www.sciencedirect.com/science/article/pii/S0378778817301652
dc.identifier.urihttp://nur.nu.edu.kz/handle/123456789/3045
dc.language.isoenen_US
dc.publisherEnergy and Buildingsen_US
dc.relation.ispartofEnergy and Buildings
dc.rights.license© 2017 Elsevier B.V. All rights reserved.
dc.subjectModel predictive control (MPC)en_US
dc.subjectHybrid model predictive control (HMPC)en_US
dc.subjectBuilding controlen_US
dc.subjectTemperature controlen_US
dc.subjectEnergy management systemsen_US
dc.titleOptimal energy management of a small-size building via hybrid model predictive controlen_US
dc.typeArticleen_US
elsevier.aggregationtypeJournal
elsevier.coverdate2017-04-01
elsevier.coverdisplaydate1 April 2017
elsevier.endingpage8
elsevier.identifier.doi10.1016/j.enbuild.2017.01.045
elsevier.identifier.eid1-s2.0-S0378778817301652
elsevier.identifier.piiS0378-7788(17)30165-2
elsevier.identifier.scopusid85011114117
elsevier.openaccess0
elsevier.openaccessarticlefalse
elsevier.openarchivearticlefalse
elsevier.startingpage1
elsevier.teaserThis paper presents the design of a Model Predictive Control (MPC) scheme to optimally manage the thermal and electrical subsystems of a small-size building (“smart house”), with the objective of minimizing...
elsevier.volume140
workflow.import.sourcescience

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