| 1. Identity statement | |
| Reference Type | Conference Paper (Conference Proceedings) |
| Site | mtc-m16d.sid.inpe.br |
| Identifier | 8JMKD3MGPDW34R/45QLC4P |
| Repository | sid.inpe.br/mtc-m16d/2021/11.17.19.11 |
| Last Update | 2021:11.17.19.11.55 (UTC) administrator |
| Metadata Repository | sid.inpe.br/mtc-m16d/2021/11.17.19.11.55 |
| Metadata Last Update | 2022:04.03.19.25.44 (UTC) administrator |
| ISSN | 2177-3114 |
| Citation Key | SilvaJúniorDosS:2021:HyMaLe |
| Title | A hybrid machine learning process for anomalous satellite telemetry behaviour detection  |
| Format | On-line. |
| Year | 2021 |
| Access Date | 2024, May 18 |
| Secondary Type | PRE CN INT |
| Number of Files | 1 |
| Size | 1330 KiB |
| 2. Context | |
| Author | 1 Silva Júnior, Márcio Waldir 2 Dos Santos, Walter Abrahão |
| Resume Identifier | 1 2 8JMKD3MGP5W/3C9JJC2 |
| Group | 1 CSE-ETES-DIPGR-INPE-MCTI-GOV-BR 2 DIPST-CGCE-INPE-MCTI-GOV-BR |
| Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Nacional de Pesquisas Espaciais (INPE) |
| Author e-Mail Address | 1 marciowaldir.sjr@outlook.com 2 walter.abrahao@inpe.br |
| Editor | Rodrigues, Aline Castilho Rodrigues, Italo Pinto Santos, Walter Abrahão dos Mateus, Dairo Antonio Cuellar Machado, Danilo Diniz, Gledson Hernandes Dallamuta, João Carmo, Thiago Augusto do Siqueli, Guilherme Afonso |
| Conference Name | Workshop em Engenharia e Tecnologia Espaciais, 12 (WETE) |
| Conference Location | São José dos Campos |
| Date | 6, 7, 13 e 14 nov. 2021 |
| Publisher | Instituto Nacional de Pesquisas Espaciais (INPE) |
| Publisher City | São José dos Campos |
| Tertiary Type | full paper |
| Organization | Instituto Nacional de Pesquisas Espaciais (INPE) |
| History (UTC) | 2021-11-17 19:12:21 :: simone -> administrator :: 2021 2022-04-03 19:25:44 :: administrator -> simone :: 2021 |
| 3. Content and structure | |
| Is the master or a copy? | is the master |
| Content Stage | completed |
| Transferable | 1 |
| Keywords | Machine Learning KPCA DBSCAN KNN Anomalous Behaviour |
| Abstract | In space missions, telemetry is a key source of systems health, and the lack of this may compromise the mission. Even with functional telemetry, there are some difficulties regarding the telemetry analysis. Some satellites have hundreds, even thousands of telemetries, and analyzing that to infer something about the system tends to be quite laborious. In this scenario, it can be difficult to perform in advance the detection, diagnosis, and prevention of anomalies and failures, decreasing the reliability and availability of space systems. Thus, shortening the system life and service continuity. This study proposes a data-driven approach, composed of a hybrid Machine Learning (ML) process capable of detecting anomalous behaviour on telemetry. Through statistics, data science processes, and ML algorithms, the proposed process was capable of classifying, with more than 90% of accuracy, four different circumstances for the telemetry system, sunlight, eclipse, twilight, and anomalous behaviour. |
| Area | ETES |
| Type | CSE |
| Arrangement 1 | urlib.net > BDMCI > Fonds > Produção pgr ATUAIS > CSE > A hybrid machine... |
| Arrangement 2 | urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGCE > A hybrid machine... |
| Arrangement 3 | A hybrid machine... |
| doc Directory Content | access |
| source Directory Content | there are no files |
| agreement Directory Content | there are no files |
| 4. Conditions of access and use | |
| data URL | http://urlib.net/ibi/8JMKD3MGPDW34R/45QLC4P |
| zipped data URL | http://urlib.net/zip/8JMKD3MGPDW34R/45QLC4P |
| Language | pt |
| Target File | 46 - [ARTIGO][INPE] MARCIO WALDIR SILVA JUNIOR.pdf |
| User Group | simone |
| Reader Group | administrator italo.rodrigues@inpe.br simone |
| Visibility | shown |
| Copyright License | urlib.net/www/2012/11.12.15.19 |
| Rightsholder | originalauthor yes |
| Read Permission | allow from all |
| 5. Allied materials | |
| Next Higher Units | 8JMKD3MGPCW/3F35BSP 8JMKD3MGPCW/46KTFK8 8JMKD3MGPDW34P/4627RDH |
| Citing Item List | sid.inpe.br/bibdigital/2013/10.14.22.20 2 sid.inpe.br/mtc-m21/2012/07.13.15.01.48 2 sid.inpe.br/bibdigital/2022/04.03.17.52 2 |
| Host Collection | sid.inpe.br/mtc-m19@80/2009/08.21.17.02 |
| 6. Notes | |
| Empty Fields | archivingpolicy archivist booktitle callnumber contenttype copyholder creatorhistory descriptionlevel dissemination documentstage doi e-mailaddress edition holdercode isbn label lineage mark mirrorrepository nextedition notes numberofvolumes orcid pages parameterlist parentrepositories previousedition previouslowerunit progress project schedulinginformation secondarydate secondarykey secondarymark serieseditor session shorttitle sponsor subject tertiarymark url versiontype volume |
| 7. Description control | |
| e-Mail (login) | simone |
| update | |