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Sensor data validation and reconstruction in water networks : a methodology and software implementation
dc.contributor.author | García Valverde, Diego |
dc.contributor.author | Quevedo Casín, Joseba Jokin |
dc.contributor.author | Puig Cayuela, Vicenç |
dc.contributor.author | Cugueró Escofet, Miquel Àngel |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial |
dc.date.accessioned | 2014-11-23T22:11:07Z |
dc.date.available | 2014-11-23T22:11:07Z |
dc.date.created | 2014 |
dc.date.issued | 2014 |
dc.identifier.citation | Garcia, D. [et al.]. Sensor data validation and reconstruction in water networks : a methodology and software implementation. A: International Conference on Critical Information Infrastructure Security. "9th International Conference on Critical Information Infrastructure Security". Limassol: 2014, p. 1-12. |
dc.identifier.uri | http://hdl.handle.net/2117/24811 |
dc.description.abstract | In this paper, a data validation and reconstruction methodology that can be applied to the sensors used for real-time monitoring in water networks is presented. On the one hand, a validation approach based on quality levels is described to detect potential invalid and missing data. On the other hand, the reconstruction strategy is based on a set of temporal and spatial models used to estimate missing/invalid data with the model estimation providing the best fit. A software tool implementing the proposed data validation and reconstruction methodology is also presented. Finally, results obtained applying the proposed methodology on raw data of flow meters gathered from a real water network are also included to illustrate the performance of the proposed approach. |
dc.format.extent | 12 p. |
dc.language.iso | eng |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
dc.subject.lcsh | Drinking water networks |
dc.subject.other | data validation |
dc.subject.other | data reconstruction |
dc.subject.other | time series |
dc.subject.other | data mining |
dc.title | Sensor data validation and reconstruction in water networks : a methodology and software implementation |
dc.type | Conference report |
dc.subject.lemac | Aigua potable -- Abastament -- Control automàtic |
dc.contributor.group | Universitat Politècnica de Catalunya. SIC - Sistemes Intel·ligents de Control |
dc.contributor.group | Universitat Politècnica de Catalunya. SAC - Sistemes Avançats de Control |
dc.description.peerreviewed | Peer Reviewed |
dc.rights.access | Open Access |
local.identifier.drac | 15281818 |
dc.description.version | Postprint (author’s final draft) |
local.citation.author | Garcia, D.; Quevedo, J.; Puig, V.; Cuguero, M.A. |
local.citation.contributor | International Conference on Critical Information Infrastructure Security |
local.citation.pubplace | Limassol |
local.citation.publicationName | 9th International Conference on Critical Information Infrastructure Security |
local.citation.startingPage | 1 |
local.citation.endingPage | 12 |