FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2052570332> ?p ?o ?g. }

• W2052570332 endingPage "599" @default.
• W2052570332 startingPage "586" @default.
• W2052570332 abstract "The benefits of applying automated fault detection and diagnosis (AFDD) to chillers include less expensive repairs, timely maintenance, and shorter downtimes. This study employs feature selection (FS) techniques, such as mutual-information-based filter and genetic-algorithm-based wrapper, to help search for the important sensors in data driven chiller FDD applications, so as to improve FDD performance while saving initial sensor cost. The ‘one-against-one’ multi-class support vector machine (SVM) is adopted as a FDD tool. The results show that the eight features/sensors, centered around the core refrigeration cycle and selected by the GA-SVM wrapper from the original 64 features, outperform the other three feature subsets by the GA-LDA (linear discriminant analysis) wrapper, with an overall classification correct rate (CR) as high as 99.53% for the 4000 test samples randomly covering the normal and seven typical faulty modes. The CRs for the four cases with FS are all higher than that without FS (97.45%) and the test time is much less, about 28–36%. The FDD performance for normal or each of the faulty modes is also evaluated in details in terms of hit rate (HR) and false alarm rate (FAR)." @default.
• W2052570332 created "2016-06-24" @default.
• W2052570332 creator A5021884362 @default.
• W2052570332 creator A5030682766 @default.
• W2052570332 creator A5059320960 @default.
• W2052570332 creator A5066990241 @default.
• W2052570332 date "2011-03-01" @default.
• W2052570332 modified "2023-10-18" @default.
• W2052570332 title "Important sensors for chiller fault detection and diagnosis (FDD) from the perspective of feature selection and machine learning" @default.
• W2052570332 cites W1983984369 @default.
• W2052570332 cites W1999489246 @default.
• W2052570332 cites W2003438283 @default.
• W2052570332 cites W2017337590 @default.
• W2052570332 cites W2034415234 @default.
• W2052570332 cites W2040884411 @default.
• W2052570332 cites W2047552081 @default.
• W2052570332 cites W2050637698 @default.
• W2052570332 cites W2089662726 @default.
• W2052570332 cites W2133462743 @default.
• W2052570332 cites W2139212933 @default.
• W2052570332 cites W2148269725 @default.
• W2052570332 cites W2154053567 @default.
• W2052570332 cites W2154212657 @default.
• W2052570332 cites W2163759100 @default.
• W2052570332 cites W2172000360 @default.
• W2052570332 cites W4251369602 @default.
• W2052570332 cites W4300628951 @default.
• W2052570332 doi "https://doi.org/10.1016/j.ijrefrig.2010.08.011" @default.
• W2052570332 hasPublicationYear "2011" @default.
• W2052570332 type Work @default.
• W2052570332 sameAs 2052570332 @default.
• W2052570332 citedByCount "99" @default.
• W2052570332 countsByYear W20525703322012 @default.
• W2052570332 countsByYear W20525703322013 @default.
• W2052570332 countsByYear W20525703322014 @default.
• W2052570332 countsByYear W20525703322015 @default.
• W2052570332 countsByYear W20525703322016 @default.
• W2052570332 countsByYear W20525703322017 @default.
• W2052570332 countsByYear W20525703322018 @default.
• W2052570332 countsByYear W20525703322019 @default.
• W2052570332 countsByYear W20525703322020 @default.
• W2052570332 countsByYear W20525703322021 @default.
• W2052570332 countsByYear W20525703322022 @default.
• W2052570332 countsByYear W20525703322023 @default.
• W2052570332 crossrefType "journal-article" @default.
• W2052570332 hasAuthorship W2052570332A5021884362 @default.
• W2052570332 hasAuthorship W2052570332A5030682766 @default.
• W2052570332 hasAuthorship W2052570332A5059320960 @default.
• W2052570332 hasAuthorship W2052570332A5066990241 @default.
• W2052570332 hasConcept C121332964 @default.
• W2052570332 hasConcept C12267149 @default.
• W2052570332 hasConcept C127313418 @default.
• W2052570332 hasConcept C127413603 @default.
• W2052570332 hasConcept C138885662 @default.
• W2052570332 hasConcept C148483581 @default.
• W2052570332 hasConcept C152745839 @default.
• W2052570332 hasConcept C153180895 @default.
• W2052570332 hasConcept C154945302 @default.
• W2052570332 hasConcept C165205528 @default.
• W2052570332 hasConcept C172707124 @default.
• W2052570332 hasConcept C175551986 @default.
• W2052570332 hasConcept C2776401178 @default.
• W2052570332 hasConcept C2776836416 @default.
• W2052570332 hasConcept C41008148 @default.
• W2052570332 hasConcept C41895202 @default.
• W2052570332 hasConcept C4638862 @default.
• W2052570332 hasConcept C69738355 @default.
• W2052570332 hasConcept C77052588 @default.
• W2052570332 hasConcept C97355855 @default.
• W2052570332 hasConceptScore W2052570332C121332964 @default.
• W2052570332 hasConceptScore W2052570332C12267149 @default.
• W2052570332 hasConceptScore W2052570332C127313418 @default.
• W2052570332 hasConceptScore W2052570332C127413603 @default.
• W2052570332 hasConceptScore W2052570332C138885662 @default.
• W2052570332 hasConceptScore W2052570332C148483581 @default.
• W2052570332 hasConceptScore W2052570332C152745839 @default.
• W2052570332 hasConceptScore W2052570332C153180895 @default.
• W2052570332 hasConceptScore W2052570332C154945302 @default.
• W2052570332 hasConceptScore W2052570332C165205528 @default.
• W2052570332 hasConceptScore W2052570332C172707124 @default.
• W2052570332 hasConceptScore W2052570332C175551986 @default.
• W2052570332 hasConceptScore W2052570332C2776401178 @default.
• W2052570332 hasConceptScore W2052570332C2776836416 @default.
• W2052570332 hasConceptScore W2052570332C41008148 @default.
• W2052570332 hasConceptScore W2052570332C41895202 @default.
• W2052570332 hasConceptScore W2052570332C4638862 @default.
• W2052570332 hasConceptScore W2052570332C69738355 @default.
• W2052570332 hasConceptScore W2052570332C77052588 @default.
• W2052570332 hasConceptScore W2052570332C97355855 @default.
• W2052570332 hasIssue "2" @default.
• W2052570332 hasLocation W20525703321 @default.
• W2052570332 hasOpenAccess W2052570332 @default.
• W2052570332 hasPrimaryLocation W20525703321 @default.
• W2052570332 hasRelatedWork W1967796486 @default.
• W2052570332 hasRelatedWork W1989866424 @default.
• W2052570332 hasRelatedWork W2013909972 @default.
• W2052570332 hasRelatedWork W2040150569 @default.
• W2052570332 hasRelatedWork W2128849891 @default.

• next