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State estimation and fault detection using box particle filtering with stochastic measurements
dc.contributor.author | Blesa Izquierdo, Joaquim |
dc.contributor.author | Le Gall, Françoise |
dc.contributor.author | Jauberthie, Carine |
dc.contributor.author | Travé-Massuyès, Louise |
dc.contributor.other | Universitat Politècnica de Catalunya. Departament d'Enginyeria de Sistemes, Automàtica i Informàtica Industrial |
dc.date.accessioned | 2015-12-17T11:35:30Z |
dc.date.available | 2015-12-17T11:35:30Z |
dc.date.issued | 2015 |
dc.identifier.citation | Blesa, J., Le Gall, F., Jauberthie, C., Travé-Massuyès, L. State estimation and fault detection using box particle filtering with stochastic measurements. A: International Workshop on Principles of Diagnosis. "DX 2015 - 26th International Workshop on Principles of Diagnosis, 31 August-1 Septembrer, Paris (France)". Paris: 2015, p. 67-73. |
dc.identifier.uri | http://hdl.handle.net/2117/80852 |
dc.description.abstract | In this paper, we propose a box particle filtering algorithm for state estimation in nonlinear systems whose model assumes two types of uncertainties: stochastic noise in the measurements and bounded errors affecting the system dynamics. These assumptions respond to situations frequently encountered in practice. The proposed method includes a new way to weight the box particles as well as a new resampling procedure based on repartitioning the box enclosing the updated state. The proposed box particle filtering algorithm is applied in a fault detection schema illustrated by a sensor network target tracking example. |
dc.format.extent | 7 p. |
dc.language.iso | eng |
dc.subject | Àrees temàtiques de la UPC::Informàtica::Automàtica i control |
dc.subject.lcsh | Stochastic analysis |
dc.subject.lcsh | Filters and filtration |
dc.subject.lcsh | Automatic control |
dc.title | State estimation and fault detection using box particle filtering with stochastic measurements |
dc.type | Conference report |
dc.subject.lemac | Filtres i filtració |
dc.subject.lemac | Control automàtic |
dc.contributor.group | Universitat Politècnica de Catalunya. SIC - Sistemes Intel·ligents de Control |
dc.rights.access | Open Access |
local.identifier.drac | 16921072 |
dc.description.version | Postprint (published version) |
local.citation.author | Blesa, J.; Le Gall, F.; Jauberthie, C.; Travé-Massuyès, L. |
local.citation.contributor | International Workshop on Principles of Diagnosis |
local.citation.pubplace | Paris |
local.citation.publicationName | DX 2015 - 26th International Workshop on Principles of Diagnosis, 31 August-1 Septembrer, Paris (France) |
local.citation.startingPage | 67 |
local.citation.endingPage | 73 |