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dc.contributor.authorLópez Farías, Rodrigo
dc.contributor.authorPuig Cayuela, Vicenç
dc.contributor.otherUniversitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial
dc.date.accessioned2016-01-22T09:42:55Z
dc.date.issued2015
dc.identifier.citationLópez, R., Puig, V. A Multiple-model predictor approach based on an On-line mode recognition with application to water demand forecasting. A: International Work-conference on Time Series. "ITISE 2015 - 1st International work-conference on Time Series, Granada (Spain), 1-3 July 2015". Granada: Universidad de Granada, 2015, p. 895-907.
dc.identifier.isbn978-84-16292-20-2
dc.identifier.urihttp://hdl.handle.net/2117/81860
dc.description.abstractThis paper proposes a general Multiple-Model Predictor frame-work for forecasting time series that presents multiple patterns (behaviours). The proposed approach allows off-line identifying the different time-series behaviours, training a model for each behaviour and identifing on-line which is the pattern and associated model to use at each time instant. A particular case based on K-means and Radial Basis Functions (RBF) is proposed to exemplify a possible implementation. To illustrate the use and performance of the proposed approach, an application of the short-term water demand forecast is presented using demand data from the Barcelona drinking water network.
dc.format.extent13 p.
dc.language.isoeng
dc.publisherUniversidad de Granada
dc.subjectÀrees temàtiques de la UPC::Informàtica::Automàtica i control
dc.subject.lcshPredictive control
dc.subject.othermulti-model predictor
dc.subject.otherforecasting
dc.subject.otherclustering
dc.subject.othermode-detection
dc.titleA Multiple-model predictor approach based on an On-line mode recognition with application to water demand forecasting
dc.typeConference report
dc.subject.lemacControl predictiu
dc.contributor.groupUniversitat Politècnica de Catalunya. SAC - Sistemes Avançats de Control
dc.identifier.dlGr-891/2015
dc.rights.accessRestricted access - publisher's policy
local.identifier.drac17406964
dc.description.versionPostprint (author's final draft)
dc.date.lift10000-01-01
local.citation.authorLópez, R.; Puig, V.
local.citation.contributorInternational Work-conference on Time Series
local.citation.pubplaceGranada
local.citation.publicationNameITISE 2015 - 1st International work-conference on Time Series, Granada (Spain), 1-3 July 2015
local.citation.startingPage895
local.citation.endingPage907


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