Neural Networks and Fault Probability Evaluation for Diagnosis Issues
Identifieur interne : 000330 ( Main/Exploration ); précédent : 000329; suivant : 000331Neural Networks and Fault Probability Evaluation for Diagnosis Issues
Auteurs : Yahia Kourd [Algérie] ; Dimitri Lefebvre [France] ; Noureddine Guersi [Algérie]Source :
- Computational Intelligence and Neuroscience [ 1687-5265 ] ; 2014.
English descriptors
- KwdEn :
- MESH :
Abstract
This paper presents a new FDI technique for fault detection and isolation in unknown nonlinear systems. The objective of the research is to construct and analyze residuals by means of artificial intelligence and probabilistic methods. Artificial neural networks are first used for modeling issues. Neural networks models are designed for learning the fault-free and the faulty behaviors of the considered systems. Once the residuals generated, an evaluation using probabilistic criteria is applied to them to determine what is the most likely fault among a set of candidate faults. The study also includes a comparison between the contributions of these tools and their limitations, particularly through the establishment of quantitative indicators to assess their performance. According to the computation of a confidence factor, the proposed method is suitable to evaluate the reliability of the FDI decision. The approach is applied to detect and isolate 19 fault candidates in the DAMADICS benchmark. The results obtained with the proposed scheme are compared with the results obtained according to a usual thresholding method.
Url:
DOI: 10.1155/2014/370486
PubMed: 25132845
PubMed Central: 4123600
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Pmc, to step Corpus: 000209
- to stream Pmc, to step Curation: 000207
- to stream Pmc, to step Checkpoint: 000040
- to stream PubMed, to step Corpus: 000147
- to stream PubMed, to step Curation: 000147
- to stream PubMed, to step Checkpoint: 000147
- to stream Ncbi, to step Merge: 000425
- to stream Ncbi, to step Curation: 000425
- to stream Ncbi, to step Checkpoint: 000425
- to stream Main, to step Merge: 000328
- to stream Main, to step Curation: 000330
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Neural Networks and Fault Probability Evaluation for Diagnosis Issues</title><author><name sortKey="Kourd, Yahia" sort="Kourd, Yahia" uniqKey="Kourd Y" first="Yahia" last="Kourd">Yahia Kourd</name><affiliation wicri:level="1"><nlm:aff id="I1">Department of Control Engineering, University of Mohamed Khider, 07000 Biskra, Algeria</nlm:aff><country xml:lang="fr">Algérie</country><wicri:regionArea>Department of Control Engineering, University of Mohamed Khider, 07000 Biskra</wicri:regionArea><wicri:noRegion>07000 Biskra</wicri:noRegion></affiliation></author><author><name sortKey="Lefebvre, Dimitri" sort="Lefebvre, Dimitri" uniqKey="Lefebvre D" first="Dimitri" last="Lefebvre">Dimitri Lefebvre</name><affiliation wicri:level="3"><nlm:aff id="I2">Electrical Engineering and Automatic Control Research Group (GREAH), University of Le Havre, 25 rue Philippe Lebon, 76058 Le Havre, France</nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Electrical Engineering and Automatic Control Research Group (GREAH), University of Le Havre, 25 rue Philippe Lebon, 76058 Le Havre</wicri:regionArea><placeName><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region><settlement type="city">Le Havre</settlement></placeName></affiliation></author><author><name sortKey="Guersi, Noureddine" sort="Guersi, Noureddine" uniqKey="Guersi N" first="Noureddine" last="Guersi">Noureddine Guersi</name><affiliation wicri:level="1"><nlm:aff id="I3">Department of Electronics, University of Badji Mokhtar, 23000 Annaba, Algeria</nlm:aff><country xml:lang="fr">Algérie</country><wicri:regionArea>Department of Electronics, University of Badji Mokhtar, 23000 Annaba</wicri:regionArea><wicri:noRegion>23000 Annaba</wicri:noRegion></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">PMC</idno><idno type="pmid">25132845</idno><idno type="pmc">4123600</idno><idno type="url">http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4123600</idno><idno type="RBID">PMC:4123600</idno><idno type="doi">10.1155/2014/370486</idno><date when="2014">2014</date><idno type="wicri:Area/Pmc/Corpus">000209</idno><idno type="wicri:Area/Pmc/Curation">000207</idno><idno type="wicri:Area/Pmc/Checkpoint">000040</idno><idno type="wicri:source">PubMed</idno><idno type="wicri:Area/PubMed/Corpus">000147</idno><idno type="wicri:Area/PubMed/Curation">000147</idno><idno type="wicri:Area/PubMed/Checkpoint">000147</idno><idno type="wicri:Area/Ncbi/Merge">000425</idno><idno type="wicri:Area/Ncbi/Curation">000425</idno><idno type="wicri:Area/Ncbi/Checkpoint">000425</idno><idno type="wicri:doubleKey">1687-5265:2014:Kourd Y:neural:networks:and</idno><idno type="wicri:Area/Main/Merge">000328</idno><idno type="wicri:Area/Main/Curation">000330</idno><idno type="wicri:Area/Main/Exploration">000330</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en" level="a" type="main">Neural Networks and Fault Probability Evaluation for Diagnosis Issues</title><author><name sortKey="Kourd, Yahia" sort="Kourd, Yahia" uniqKey="Kourd Y" first="Yahia" last="Kourd">Yahia Kourd</name><affiliation wicri:level="1"><nlm:aff id="I1">Department of Control Engineering, University of Mohamed Khider, 07000 Biskra, Algeria</nlm:aff><country xml:lang="fr">Algérie</country><wicri:regionArea>Department of Control Engineering, University of Mohamed Khider, 07000 Biskra</wicri:regionArea><wicri:noRegion>07000 Biskra</wicri:noRegion></affiliation></author><author><name sortKey="Lefebvre, Dimitri" sort="Lefebvre, Dimitri" uniqKey="Lefebvre D" first="Dimitri" last="Lefebvre">Dimitri Lefebvre</name><affiliation wicri:level="3"><nlm:aff id="I2">Electrical Engineering and Automatic Control Research Group (GREAH), University of Le Havre, 25 rue Philippe Lebon, 76058 Le Havre, France</nlm:aff><country xml:lang="fr">France</country><wicri:regionArea>Electrical Engineering and Automatic Control Research Group (GREAH), University of Le Havre, 25 rue Philippe Lebon, 76058 Le Havre</wicri:regionArea><placeName><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region><settlement type="city">Le Havre</settlement></placeName></affiliation></author><author><name sortKey="Guersi, Noureddine" sort="Guersi, Noureddine" uniqKey="Guersi N" first="Noureddine" last="Guersi">Noureddine Guersi</name><affiliation wicri:level="1"><nlm:aff id="I3">Department of Electronics, University of Badji Mokhtar, 23000 Annaba, Algeria</nlm:aff><country xml:lang="fr">Algérie</country><wicri:regionArea>Department of Electronics, University of Badji Mokhtar, 23000 Annaba</wicri:regionArea><wicri:noRegion>23000 Annaba</wicri:noRegion></affiliation></author></analytic><series><title level="j">Computational Intelligence and Neuroscience</title><idno type="ISSN">1687-5265</idno><idno type="eISSN">1687-5273</idno><imprint><date when="2014">2014</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Algorithms</term><term>Computer Simulation</term><term>Humans</term><term>Learning</term><term>Models, Neurological</term><term>Neural Networks (Computer)</term><term>Nonlinear Dynamics</term><term>Probability</term><term>Signal Detection, Psychological</term><term>Time Factors</term></keywords><keywords scheme="MESH" xml:lang="en"><term>Algorithms</term><term>Computer Simulation</term><term>Humans</term><term>Learning</term><term>Models, Neurological</term><term>Neural Networks (Computer)</term><term>Nonlinear Dynamics</term><term>Probability</term><term>Signal Detection, Psychological</term><term>Time Factors</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en"><p>This paper presents a new FDI technique for fault detection and isolation in unknown nonlinear systems. The objective of the research is to construct and analyze residuals by means of artificial intelligence and probabilistic methods. Artificial neural networks are first used for modeling issues. Neural networks models are designed for learning the fault-free and the faulty behaviors of the considered systems. Once the residuals generated, an evaluation using probabilistic criteria is applied to them to determine what is the most likely fault among a set of candidate faults. The study also includes a comparison between the contributions of these tools and their limitations, particularly through the establishment of quantitative indicators to assess their performance. According to the computation of a confidence factor, the proposed method is suitable to evaluate the reliability of the FDI decision. The approach is applied to detect and isolate 19 fault candidates in the DAMADICS benchmark. The results obtained with the proposed scheme are compared with the results obtained according to a usual thresholding method.</p></div></front><back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Nimmo, I" uniqKey="Nimmo I">I Nimmo</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chen, J" uniqKey="Chen J">J Chen</name></author><author><name sortKey="Patton, R" uniqKey="Patton R">R Patton</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Diao, Y" uniqKey="Diao Y">Y Diao</name></author><author><name sortKey="Passino, Km" uniqKey="Passino K">KM Passino</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Frank, Pm" uniqKey="Frank P">PM Frank</name></author><author><name sortKey="Ding, X" uniqKey="Ding X">X Ding</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gertler, J" uniqKey="Gertler J">J Gertler</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Garcia, Ea" uniqKey="Garcia E">EA García</name></author><author><name sortKey="Frank, Pm" uniqKey="Frank P">PM Frank</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Persis, Cd" uniqKey="Persis C">CD Persis</name></author><author><name sortKey="Isidori, A" uniqKey="Isidori A">A Isidori</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rodrigues, M" uniqKey="Rodrigues M">M Rodrigues</name></author><author><name sortKey="Theilliol, D" uniqKey="Theilliol D">D Theilliol</name></author><author><name sortKey="Adam Medina, M" uniqKey="Adam Medina M">M Adam-Medina</name></author><author><name sortKey="Sauter, D" uniqKey="Sauter D">D Sauter</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ashton, Sa" uniqKey="Ashton S">SA Ashton</name></author><author><name sortKey="Shields, Dn" uniqKey="Shields D">DN Shields</name></author><author><name sortKey="Daley, S" uniqKey="Daley S">S Daley</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Uppal, Fj" uniqKey="Uppal F">FJ Uppal</name></author><author><name sortKey="Patton, Rj" uniqKey="Patton R">RJ Patton</name></author><author><name sortKey="Witczak, M" uniqKey="Witczak M">M Witczak</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Qin, Sj" uniqKey="Qin S">SJ Qin</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Wold, S" uniqKey="Wold S">S Wold</name></author><author><name sortKey="Kettaneh Wold, N" uniqKey="Kettaneh Wold N">N Kettaneh-Wold</name></author><author><name sortKey="Skagerberg, B" uniqKey="Skagerberg B">B Skagerberg</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Bhagwat, A" uniqKey="Bhagwat A">A Bhagwat</name></author><author><name sortKey="Srinivasan, R" uniqKey="Srinivasan R">R Srinivasan</name></author><author><name sortKey="Krishnaswamy, Pr" uniqKey="Krishnaswamy P">PR Krishnaswamy</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Li, Xr" uniqKey="Li X">XR Li</name></author><author><name sortKey="Bar Shalom, Y" uniqKey="Bar Shalom Y">Y Bar-Shalom</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Maybeck, P" uniqKey="Maybeck P">P Maybeck</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Lane, S" uniqKey="Lane S">S Lane</name></author><author><name sortKey="Martin, Eb" uniqKey="Martin E">EB Martin</name></author><author><name sortKey="Kooijmans, R" uniqKey="Kooijmans R">R Kooijmans</name></author><author><name sortKey="Morris, Aj" uniqKey="Morris A">AJ Morris</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Hwang, D" uniqKey="Hwang D">D Hwang</name></author><author><name sortKey="Han, C" uniqKey="Han C">C Han</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Gatzke, Ep" uniqKey="Gatzke E">EP Gatzke</name></author><author><name sortKey="Doyle, Fj" uniqKey="Doyle F">FJ Doyle</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rodrigues, M" uniqKey="Rodrigues M">M Rodrigues</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Rodrigues, M" uniqKey="Rodrigues M">M Rodrigues</name></author><author><name sortKey="Theilliol, D" uniqKey="Theilliol D">D Theilliol</name></author><author><name sortKey="Sauter, D" uniqKey="Sauter D">D Sauter</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Baniardalani, S" uniqKey="Baniardalani S">S Baniardalani</name></author><author><name sortKey="Askari, J" uniqKey="Askari J">J Askari</name></author><author><name sortKey="Lunze, J" uniqKey="Lunze J">J Lunze</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Brown, M" uniqKey="Brown M">M Brown</name></author><author><name sortKey="Harris, Cj" uniqKey="Harris C">CJ Harris</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Jang, Jsr" uniqKey="Jang J">JSR Jang</name></author><author><name sortKey="Sun, Ct" uniqKey="Sun C">CT Sun</name></author><author><name sortKey="Mizutani, E" uniqKey="Mizutani E">E Mizutani</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Patton, Rj" uniqKey="Patton R">RJ Patton</name></author><author><name sortKey="Lopez Toribio, Cj" uniqKey="Lopez Toribio C">CJ Lopez-Toribio</name></author><author><name sortKey="Uppal, Fj" uniqKey="Uppal F">FJ Uppal</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Witczak, M" uniqKey="Witczak M">M Witczak</name></author><author><name sortKey="Korbicz, J" uniqKey="Korbicz J">J Korbicz</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Narendra, Ks" uniqKey="Narendra K">KS Narendra</name></author><author><name sortKey="Balakrishnan, J" uniqKey="Balakrishnan J">J Balakrishnan</name></author><author><name sortKey="Ciliz, Mk" uniqKey="Ciliz M">MK Ciliz</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kramer, Ma" uniqKey="Kramer M">MA Kramer</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Chen, J" uniqKey="Chen J">J Chen</name></author><author><name sortKey="Liao, C M" uniqKey="Liao C">C-M Liao</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Barty, M" uniqKey="Barty M">M Bartyś</name></author><author><name sortKey="Patton, R" uniqKey="Patton R">R Patton</name></author><author><name sortKey="Syfert, M" uniqKey="Syfert M">M Syfert</name></author><author><name sortKey="De Las Heras, S" uniqKey="De Las Heras S">S de las Heras</name></author><author><name sortKey="Quevedo, J" uniqKey="Quevedo J">J Quevedo</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Bartys, M" uniqKey="Bartys M">M Bartys</name></author><author><name sortKey="Patton, R" uniqKey="Patton R">R Patton</name></author><author><name sortKey="Syfert, M" uniqKey="Syfert M">M Syfert</name></author><author><name sortKey="Heras De Las, S" uniqKey="Heras De Las S">S Heras de las</name></author><author><name sortKey="Quevedo, J" uniqKey="Quevedo J">J Quevedo</name></author></analytic></biblStruct><biblStruct></biblStruct><biblStruct><analytic><author><name sortKey="Previdi, F" uniqKey="Previdi F">F Previdi</name></author><author><name sortKey="Parisini, T" uniqKey="Parisini T">T Parisini</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Ko Cielny, Jm" uniqKey="Ko Cielny J">JM Kościelny</name></author><author><name sortKey="Barty, M" uniqKey="Barty M">M Bartyś</name></author><author><name sortKey="Rzepiejewski, P" uniqKey="Rzepiejewski P">P Rzepiejewski</name></author><author><name sortKey="Da Costa, Js" uniqKey="Da Costa J">JS da Costa</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Lefebvre, D" uniqKey="Lefebvre D">D Lefebvre</name></author><author><name sortKey="Chafouk, H" uniqKey="Chafouk H">H Chafouk</name></author><author><name sortKey="Lebbal, M" uniqKey="Lebbal M">M Lebbal</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Patan, K" uniqKey="Patan K">K Patan</name></author><author><name sortKey="Parisini, T" uniqKey="Parisini T">T Parisini</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kourd, Y" uniqKey="Kourd Y">Y Kourd</name></author><author><name sortKey="Guersi, N" uniqKey="Guersi N">N Guersi</name></author><author><name sortKey="Lefebvre, D" uniqKey="Lefebvre D">D Lefebvre</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kourd, Y" uniqKey="Kourd Y">Y Kourd</name></author><author><name sortKey="Guersi, N" uniqKey="Guersi N">N Guersi</name></author><author><name sortKey="Lefebvre, D" uniqKey="Lefebvre D">D Lefebvre</name></author></analytic></biblStruct><biblStruct><analytic><author><name sortKey="Kourd, Y" uniqKey="Kourd Y">Y Kourd</name></author><author><name sortKey="Lefebvre, D" uniqKey="Lefebvre D">D Lefebvre</name></author><author><name sortKey="Guersi, N" uniqKey="Guersi N">N Guersi</name></author></analytic></biblStruct></listBibl></div1></back></TEI><affiliations><list><country><li>Algérie</li><li>France</li></country><region><li>Haute-Normandie</li><li>Région Normandie</li></region><settlement><li>Le Havre</li></settlement></list><tree><country name="Algérie"><noRegion><name sortKey="Kourd, Yahia" sort="Kourd, Yahia" uniqKey="Kourd Y" first="Yahia" last="Kourd">Yahia Kourd</name></noRegion><name sortKey="Guersi, Noureddine" sort="Guersi, Noureddine" uniqKey="Guersi N" first="Noureddine" last="Guersi">Noureddine Guersi</name></country><country name="France"><region name="Région Normandie"><name sortKey="Lefebvre, Dimitri" sort="Lefebvre, Dimitri" uniqKey="Lefebvre D" first="Dimitri" last="Lefebvre">Dimitri Lefebvre</name></region></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/France/explor/LeHavreV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000330 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000330 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/France
|area= LeHavreV1
|flux= Main
|étape= Exploration
|type= RBID
|clé= PMC:4123600
|texte= Neural Networks and Fault Probability Evaluation for Diagnosis Issues
}}
Pour générer des pages wiki
HfdIndexSelect -h $EXPLOR_AREA/Data/Main/Exploration/RBID.i -Sk "pubmed:25132845" \
| HfdSelect -Kh $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd \
| NlmPubMed2Wicri -a LeHavreV1
| This area was generated with Dilib version V0.6.25. |  |