An approach to model-based fault detection in industrial measurement systems with application to engine test benches (Articolo in rivista)

Type

• Prodotto della ricerca (Classe)
• Articolo in rivista (Classe)

Label

• An approach to model-based fault detection in industrial measurement systems with application to engine test benches (Articolo in rivista) (literal)

Anno

• 2006-01-01T00:00:00+01:00 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#doi

• 10.1088/0957-0233/17/7/020 (literal)

Alternative label

• Plamen Angelov 1; Veniero Giglio 2; Carlos Guardiola 3; Edwin Lughofer 4; José Manuel Lujan 3 (2006)
  An approach to model-based fault detection in industrial measurement systems with application to engine test benches
  in Measurement science & technology (Print)
  (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#autori

• Plamen Angelov 1; Veniero Giglio 2; Carlos Guardiola 3; Edwin Lughofer 4; José Manuel Lujan 3 (literal)

Pagina inizio

• 1809 (literal)

Pagina fine

• 1818 (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#numeroVolume

• 17 (literal)

Rivista

• Measurement science & technology (Rivista)

Note

• ISI Web of Science (WOS) (literal)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#affiliazioni

• 1) Department of Communication Systems, Lancaster University, UK; 2) Istituto Motori, CNR, ITtaly; 3) CMT Motores Termicos, Universidad Politecnica de Valencia, Spain; 4) Department Knowledge-Based Mathematical Systems, Johannes Kepler University of Linz, Austria. (literal)

Titolo

• An approach to model-based fault detection in industrial measurement systems with application to engine test benches (literal)

Abstract

• An approach to fault detection (FD) in industrial measurement systems is proposed in this paper which includes an identification strategy for early detection of the appearance of a fault. This approach is model based, i.e. nominal models are used which represent the fault-free state of the on-line measured process. This approach is also suitable for off-line FD. The framework that combines FD with isolation and correction (FDIC) is outlined in this paper. The proposed approach is characterized by automatic threshold determination, ability to analyse local properties of the models, and aggregation of different fault detection statements. The nominal models are built using data-driven and hybrid approaches, combining first principle models with on-line data-driven techniques. At the same time the models are transparent and interpretable. This novel approach is then verified on a number of real and simulated data sets of car engine test benches (both gasoline—Alfa Romeo JTS, and diesel—Caterpillar). It is demonstrated that the approach can work effectively in real industrial measurement systems with data of large dimensions in both on-line and off-line modes. (literal)

Prodotto di

• Metodologie di modellazione e controllo del processo di combustione e componentistica avanzata per il miglioramento dell'efficienza dei motori A.C. (ET.P02.002.001) (Modulo)
• Istituto motori (IM) (Istituto)

Autore CNR

• VENIERO GIGLIO (Unità di personale interno)

Insieme di parole chiave

• Keywords of "An approach to model-based fault detection in industrial measurement systems with application to engine test benches" (Insieme di parole chiave)

Incoming links:

Prodotto

• Istituto motori (IM) (Istituto)
• Metodologie di modellazione e controllo del processo di combustione e componentistica avanzata per il miglioramento dell'efficienza dei motori A.C. (ET.P02.002.001) (Modulo)

Autore CNR di

• VENIERO GIGLIO (Unità di personale interno)

Http://www.cnr.it/ontology/cnr/pubblicazioni.owl#rivistaDi

• Measurement science & technology (Rivista)

Insieme di parole chiave di

• Keywords of "An approach to model-based fault detection in industrial measurement systems with application to engine test benches" (Insieme di parole chiave)