| 1. Identity statement | ||||
| Reference Type | Conference Paper (Conference Proceedings) | |||
| Site | sibgrapi.sid.inpe.br | |||
| Holder Code | ibi 8JMKD3MGPEW34M/46T9EHH | |||
| Identifier | 8JMKD3MGPEW34M/45CUJSF | |||
| Repository | sid.inpe.br/sibgrapi/2021/09.06.20.49.52 | |||
| Last Update | 2021:09.06.20.49.52 (UTC) administrator | |||
| Metadata Repository | sid.inpe.br/sibgrapi/2021/09.06.20.49.53 | |||
| Metadata Last Update | 2022:06.14.00.00.30 (UTC) administrator | |||
| DOI | 10.1109/SIBGRAPI54419.2021.00061 | |||
| Citation Key | BaptistaMeOlVaRiRo:2021:OnClNo | |||
| Title | One-Class Classifiers for Novelties Detection in Electrical Submersible Pumps  | |||
| Format | On-line | |||
| Year | 2021 | |||
| Access Date | 2024, May 06 | |||
| Number of Files | 1 | |||
| Size | 361 KiB | |||
| 2. Context | ||||
| Author | 1 Baptista, Gabriel Soares 2 Mello, Lucas Henrique Sousa 3 Oliveira-Santos, Thiago 4 Varejão, Flávio Miguel 5 Ribeiro, Marcos Pellegrini 6 Rodrigues, Alexandre Loureiros | |||
| Affiliation | 1 Universidade Federal do Espírito Santo 2 Universidade Federal do Espírito Santo 3 Universidade Federal do Espírito Santo 4 Universidade Federal do Espírito Santo 5 CENPES/Petrobras 6 Universidade Federal do Espírito Santo | |||
| Editor | Paiva, Afonso Menotti, David Baranoski, Gladimir V. G. Proença, Hugo Pedro Junior, Antonio Lopes Apolinario Papa, João Paulo Pagliosa, Paulo dos Santos, Thiago Oliveira e Sá, Asla Medeiros da Silveira, Thiago Lopes Trugillo Brazil, Emilio Vital Ponti, Moacir A. Fernandes, Leandro A. F. Avila, Sandra | |||
| e-Mail Address | gabriel.baptista@edu.ufes.br | |||
| Conference Name | Conference on Graphics, Patterns and Images, 34 (SIBGRAPI) | |||
| Conference Location | Gramado, RS, Brazil (virtual) | |||
| Date | 18-22 Oct. 2021 | |||
| Publisher | IEEE Computer Society | |||
| Publisher City | Los Alamitos | |||
| Book Title | Proceedings | |||
| Tertiary Type | Full Paper | |||
| History (UTC) | 2021-09-06 20:49:53 :: gabriel.baptista@edu.ufes.br -> administrator :: 2022-03-02 00:54:16 :: administrator -> menottid@gmail.com :: 2021 2022-03-02 13:19:34 :: menottid@gmail.com -> administrator :: 2021 2022-06-14 00:00:30 :: administrator -> :: 2021 | |||
| 3. Content and structure | ||||
| Is the master or a copy? | is the master | |||
| Content Stage | completed | |||
| Transferable | 1 | |||
| Version Type | finaldraft | |||
| Keywords | eletrical submersible pump one class classification anomaly detection machine learning | |||
| Abstract | Detecting anomalies and fault novelties is of high interest in the industry due to the scarcity of fault examples to train classification systems. In this article two algorithms for anomaly detection, One-Class SVM and Isolation Forest, are successfully used as effective methods for detecting fault novelties in problems of electrical submersible pumps. Faults in submersible electric pumps generate an enormous cost for companies in the oil and gas sector, since the cost of stopping production to change the equipment is excessive, which makes it necessary to identify problems before implementation. Empirical evaluation shows that both one-class classifiers performed satisfactorily, obtaining macro f-measure values of approximately 0.86. For comparison purposes, a Random Forest trained in a conventional binary classification manner is tested and achieved a macro f-measure of 0.95. Results show that the proposed solutions can have practical applications in the classification of problems in electrical submersible pumps, changing the way the oil and gas industry addresses this difficulty. | |||
| Arrangement 1 | urlib.net > SDLA > Fonds > SIBGRAPI 2021 > One-Class Classifiers for... | |||
| Arrangement 2 | urlib.net > SDLA > Fonds > Full Index > One-Class Classifiers for... | |||
| doc Directory Content | access | |||
| source Directory Content | there are no files | |||
| agreement Directory Content |
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| 4. Conditions of access and use | ||||
| data URL | http://urlib.net/ibi/8JMKD3MGPEW34M/45CUJSF | |||
| zipped data URL | http://urlib.net/zip/8JMKD3MGPEW34M/45CUJSF | |||
| Language | en | |||
| Target File | 62.pdf | |||
| User Group | gabriel.baptista@edu.ufes.br | |||
| Visibility | shown | |||
| Update Permission | not transferred | |||
| 5. Allied materials | ||||
| Mirror Repository | sid.inpe.br/banon/2001/03.30.15.38.24 | |||
| Next Higher Units | 8JMKD3MGPEW34M/45PQ3RS 8JMKD3MGPEW34M/4742MCS | |||
| Citing Item List | sid.inpe.br/sibgrapi/2021/11.12.11.46 2 | |||
| Host Collection | sid.inpe.br/banon/2001/03.30.15.38 | |||
| 6. Notes | ||||
| Empty Fields | archivingpolicy archivist area callnumber contenttype copyholder copyright creatorhistory descriptionlevel dissemination edition electronicmailaddress group isbn issn label lineage mark nextedition notes numberofvolumes orcid organization pages parameterlist parentrepositories previousedition previouslowerunit progress project readergroup readpermission resumeid rightsholder schedulinginformation secondarydate secondarykey secondarymark secondarytype serieseditor session shorttitle sponsor subject tertiarymark type url volume | |||