WFRF:(Vyatkin Valeriy)
Search: WFRF:(Vyatkin Valeriy) > (2015-2019) > A hybrid fault dete...
- 7 of 179
- Previous record
- Next record
- To hitlist
A hybrid fault detection and diagnosis method in server rooms’ cooling systems
-
- Berezovskaya, Yulia (author)
- Luleå tekniska universitet,Datavetenskap
-
- Yang, Chen-Wei (author)
- Luleå tekniska universitet,Datavetenskap
-
- Mousavi, Arash, 1969- (author)
- Luleå tekniska universitet,Datavetenskap
- show more...
- show less...
- (creator_code:org_t)
- IEEE, 2019
- 2019
- English.
- In: 2019 IEEE 17th International Conference on Industrial Informatics (INDIN). - : IEEE. ; , s. 1405-1410
- Conference paper (other academic/artistic)
Abstract
Subject headings
Close
- Data centers as all complex systems are prone to faults, and cost of them can be very high. This paper is focused on detecting the faults in the cooling systems, in particular on local fans level. In the paper, a hybrid approach is proposed. In the approach a model is used as substitute of the real system to generate dataset containing records of both normal and fault cases. On the generated data, machine learning algorithm or ensemble of algorithms are selected and trained to detect the faults. To demonstrate the approach, the rack model of real data center is created, and reliability of the model is shown. Using the model, the dataset with normal as well as abnormal records of data is generated. To detect faults of local fans, simple classifiers are built for all pairs: a local fan – a processor unit. Classifiers are trained on one part of generated data (training data), and then their accuracy is estimated on another part of generated data (test data). A real-time fault detection system is built based on the classifiers. The rack model is used as the substitute of the real plant to check operability of the system.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
Keyword
- data center
- cooling system
- fault detection
- classification
- Dependable Communication and Computation Systems
- Kommunikations- och beräkningssystem
Publication and Content Type
- vet (subject category)
- kon (subject category)
To the university's database
- 7 of 179
- Previous record
- Next record
- To hitlist
Find more in SwePub
- By the author/editor
- Berezovskaya, Yu ...
- Yang, Chen-Wei
- Mousavi, Arash, ...
- Zhang, Xiaojing
- Vyatkin, Valeriy
- About the subject
-
- NATURAL SCIENCES
- NATURAL SCIENCES
- and Computer and Inf ...
- and Computer Science ...
- Articles in the publication
- 2019 IEEE 17th I ...
- By the university
- Luleå University of Technology
Search outside SwePub
- Extend your search to:
- Google Book Search
- Google Scholar
Kungliga biblioteket hanterar dina personuppgifter i enlighet med EU:s dataskyddsförordning (2018), GDPR. Läs mer om hur det funkar här.
Så här hanterar KB dina uppgifter vid användning av denna tjänst.
- Copyright © LIBRIS - National Library Systems
- LIBRIS.kb.se
