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Heuristic algorithm for the piecewise linear segmentation of multiple time-series for solar thermal systems inverse modelling

dc.contributor.authorLopes, Vitor V.
dc.contributor.authorFerro, Filipa
dc.contributor.authorCarvalho, Maria João
dc.contributor.authorNovais, Augusto Q.
dc.date.accessioned2013-03-22T14:17:19Z
dc.date.available2013-03-22T14:17:19Z
dc.date.issued2012
dc.description.abstractThis paper presents a novel algorithm for the piecewise linear segmentation of multivariate time-series and proposes its application to the analysis of hot water thermal solar systems (TSS). The ISO 9459-5:2007 norm describes a non-intrusive dynamic test for the performance assessment of TSS. This allows to characterize the system heat losses and the thermal stratification properties, as well as to predict its long-term performance. The application of this norm requires an inverse modeling approach where the parameters of a simplified plug flow storage model, based on simulation runs, are determined through an optimization procedure aiming at the adjustment of the predicted results to those obtained by a predefined experimental test sequence (3-5 days). This paper proposes a new method to decrease the computation time required for the model simulation, which is based on the segmentation of the multivariate time-series into a piecewise linear approximation, where the number of segments is critically selected. An illustrative example is presented consisting in the simulation of a real 3-day experimental dataset with 26873 points and a 15 s sampling rate.por
dc.identifier.citationLopes, V.V.; Ferro, F.; Carvalho, M.J.; Novais, A.Q. - Heuristic algorithm for the piecewise linear segmentation of multiple time-series for solar thermal systems inverse modelling. In: 22nd European Symposium on Computer Aided Process Engineering, London, 17-20 June, 2012, 5p.por
dc.identifier.urihttp://hdl.handle.net/10400.9/1704
dc.language.isoengpor
dc.subjectPiecewise linear approximationpor
dc.subjectThermal solar systemspor
dc.subjectPartial differential equationpor
dc.subjectInverse modelingpor
dc.titleHeuristic algorithm for the piecewise linear segmentation of multiple time-series for solar thermal systems inverse modellingpor
dc.typeconference object
dspace.entity.typePublication
oaire.citation.conferencePlaceLondonpor
oaire.citation.title22nd European Symposium on Computer Aided Process Engineeringpor
person.familyNameCarvalho
person.givenNameMaria João
person.identifier.ciencia-idAB12-0E87-100E
person.identifier.orcid0000-0001-8763-4847
person.identifier.ridL-4158-2014
person.identifier.scopus-author-id7201413995
rcaap.rightsopenAccesspor
rcaap.typeconferenceObjectpor
relation.isAuthorOfPublication612ce7fe-326e-4d96-be54-3b1aa9e64e71
relation.isAuthorOfPublication.latestForDiscovery612ce7fe-326e-4d96-be54-3b1aa9e64e71

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