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A Multiple-model predictor approach based on an On-line mode recognition with application to water demand forecasting
dc.contributor.author | López Farías, Rodrigo |
dc.contributor.author | Puig Cayuela, Vicenç |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial |
dc.date.accessioned | 2016-01-22T09:42:55Z |
dc.date.issued | 2015 |
dc.identifier.citation | López, 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.isbn | 978-84-16292-20-2 |
dc.identifier.uri | http://hdl.handle.net/2117/81860 |
dc.description.abstract | This 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.extent | 13 p. |
dc.language.iso | eng |
dc.publisher | Universidad de Granada |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
dc.subject.lcsh | Predictive control |
dc.subject.other | multi-model predictor |
dc.subject.other | forecasting |
dc.subject.other | clustering |
dc.subject.other | mode-detection |
dc.title | A Multiple-model predictor approach based on an On-line mode recognition with application to water demand forecasting |
dc.type | Conference report |
dc.subject.lemac | Control predictiu |
dc.contributor.group | Universitat Politècnica de Catalunya. SAC - Sistemes Avançats de Control |
dc.identifier.dl | Gr-891/2015 |
dc.rights.access | Restricted access - publisher's policy |
local.identifier.drac | 17406964 |
dc.description.version | Postprint (author's final draft) |
dc.date.lift | 10000-01-01 |
local.citation.author | López, R.; Puig, V. |
local.citation.contributor | International Work-conference on Time Series |
local.citation.pubplace | Granada |
local.citation.publicationName | ITISE 2015 - 1st International work-conference on Time Series, Granada (Spain), 1-3 July 2015 |
local.citation.startingPage | 895 |
local.citation.endingPage | 907 |