Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF

This paper outlines and deals with the problem of fault detection, isolation and identification of the four-elements detector system attached to the Cairo Fourier diffractometer facility (CFDF) used for neutron time-of-flight (TOF) spectrum measurements. A feed forward neural network and error back...

Descripción completa

Detalles Bibliográficos
Autor principal: Khalil, M. I.
Formato: Articulo
Lenguaje:Inglés
Publicado: 2010
Materias:
Ciencias Informáticas
Fault tolerance
Neural nets
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/9681
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Oct10-5.pdf
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-9681
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Fault tolerance
Neural nets
spellingShingle Ciencias Informáticas
Fault tolerance
Neural nets
Khalil, M. I.
Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
topic_facet Ciencias Informáticas
Fault tolerance
Neural nets
description This paper outlines and deals with the problem of fault detection, isolation and identification of the four-elements detector system attached to the Cairo Fourier diffractometer facility (CFDF) used for neutron time-of-flight (TOF) spectrum measurements. A feed forward neural network and error back propagation training algorithm are employed to diagnose four commonly occurring faults of the detector system: preamplifier, amplifier, discriminator and the high voltage. The diagnostic system processes the acquired data to determine whether the detector system state is normal or not. The experimental results showed that the trained network has the capability to detect and identify various faults which can make one of the detector units to be out of order.
format Articulo
Articulo
author Khalil, M. I.
author_facet Khalil, M. I.
author_sort Khalil, M. I.
title Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
title_short Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
title_full Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
title_fullStr Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
title_full_unstemmed Neural Network based Fault Diagnosis Procedure for the Detector System of CFDF
title_sort neural network based fault diagnosis procedure for the detector system of cfdf
publishDate 2010
url http://sedici.unlp.edu.ar/handle/10915/9681
http://journal.info.unlp.edu.ar/wp-content/uploads/JCST-Oct10-5.pdf
work_keys_str_mv AT khalilmi neuralnetworkbasedfaultdiagnosisprocedureforthedetectorsystemofcfdf
bdutipo_str Repositorios
_version_ 1764820492478316547

Ejemplares similares