A review of using data mining techniques in power plants
Joint Authors
Isa, Walid Hamid Ahmad
Salim, Naumi Bt
Source
Journal of Science and Technology : in Engineering and Computer Sciences
Issue
Vol. 17, Issue 3 (31 Dec. 2016), pp.34-51, 18 p.
Publisher
Sudan University of Science and Technology Deanship of Scientific Research
Publication Date
2016-12-31
Country of Publication
Sudan
No. of Pages
18
Main Subjects
Information Technology and Computer Science
Topics
Abstract EN
Data mining techniques and their applications have developed rapidly during the last two decades.
This paper reviews application of data mining techniques in power systems, specially in power plants, through a survey of literature between the year 2000 and 2015.
Keyword indices, articles’ abstracts and conclusions were used to classify more than 86 articles about application of data mining in power plants, from many academic journals and research centers.
Because this paper concerns about application of data mining in power plants; the paper started by providing a brief introduction about data mining and power systems to give the reader better vision about these two different disciplines.
This paper presents a comprehensive survey of the collected articles and classifies them according to three categories: the used techniques, the problem and the application area.
From this review we found that data mining techniques (classification, regression, clustering and association rules) could be used to solve many types of problems in power plants, like predicting the amount of generated power, failure prediction, failure diagnosis, failure detection and many others.
Also there is no standard technique that could be used for a specific problem.
Application of data mining in power plants is a rich research area and still needs more exploration.
American Psychological Association (APA)
Isa, Walid Hamid Ahmad& Salim, Naumi Bt. 2016. A review of using data mining techniques in power plants. Journal of Science and Technology : in Engineering and Computer Sciences،Vol. 17, no. 3, pp.34-51.
https://search.emarefa.net/detail/BIM-728899
Modern Language Association (MLA)
Isa, Walid Hamid Ahmad& Salim, Naumi Bt. A review of using data mining techniques in power plants. Journal of Science and Technology : in Engineering and Computer Sciences Vol. 17, no. 3 (2016), pp.34-51.
https://search.emarefa.net/detail/BIM-728899
American Medical Association (AMA)
Isa, Walid Hamid Ahmad& Salim, Naumi Bt. A review of using data mining techniques in power plants. Journal of Science and Technology : in Engineering and Computer Sciences. 2016. Vol. 17, no. 3, pp.34-51.
https://search.emarefa.net/detail/BIM-728899
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 49-51
Record ID
BIM-728899