Development and synchronisation of a physics-based model for heating, ventilation and air conditioning system integrated into a hybrid model

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dc.contributor.authorGálvez, Antonio
dc.contributor.authorSeneviratne, Dammika
dc.contributor.authorGalar, Diego
dc.contributor.institutionTecnalia Research & Innovation
dc.contributor.institutionINDUSTRY_THINGS
dc.date.issued2021
dc.descriptionPublisher Copyright: Copyright © 2021 Inderscience Enterprises Ltd.
dc.description.abstractThis paper proposes a physics-based model which is part of a hybrid model (HyM). The physics-based model is developed for a heating, ventilation, and air conditioning (HVAC) system installed in a passenger train carriage. This model will be used to generate data for building a data-driven mode. Thus, the combination of these two models provides the hybrid model-based approach (HyMAs). The physics-based model of the HVAC system is divided into four principal parts: cooling subsystems, heating subsystems, ventilation subsystems, and vehicle thermal networking. First, the subsystems are modelled, considering the sensors embedded in the real system. Next, the model is synchronised with the real system to give better simulation results and validate the model. The cooling subsystem, heating subsystem and ventilation subsystem are validated with the acceptable sum square error (SSE) results. Second, the new virtual sensors are defined in the model, and their value to future research is suggested.en
dc.description.statusPeer reviewed
dc.format.extent29
dc.identifier.citationGálvez , A , Seneviratne , D & Galar , D 2021 , ' Development and synchronisation of a physics-based model for heating, ventilation and air conditioning system integrated into a hybrid model ' , International Journal of Hydromechatronics , vol. 4 , no. 3 , pp. 230-258 . https://doi.org/10.1504/ijhm.2021.118005
dc.identifier.doi10.1504/ijhm.2021.118005
dc.identifier.issn2515-0464
dc.identifier.urlhttp://www.scopus.com/inward/record.url?scp=85108869435&partnerID=8YFLogxK
dc.language.isoeng
dc.relation.ispartofInternational Journal of Hydromechatronics
dc.rightsinfo:eu-repo/semantics/restrictedAccess
dc.subject.keywordsdigital twins
dc.subject.keywordsfault detection
dc.subject.keywordsHVAC system
dc.subject.keywordshybrid modelling
dc.subject.keywordsphysics-based modelling
dc.subject.keywordspredictive maintenance
dc.subject.keywordssignal validation
dc.subject.keywordssimulation
dc.subject.keywordstransportation engineering
dc.subject.keywordsvirtual sensor
dc.subject.keywordsAutomotive Engineering
dc.subject.keywordsElectrical and Electronic Engineering
dc.subject.keywordsMechanical Engineering
dc.subject.keywordsMaterials Science (miscellaneous)
dc.titleDevelopment and synchronisation of a physics-based model for heating, ventilation and air conditioning system integrated into a hybrid modelen
dc.typejournal article
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