UM  > 科技學院  > 電腦及資訊科學系
A decision support system using combined-classifier for high-speed data stream in smart grid
Hang Yang1; Peng Li1; Zhian He2; Xiaobin Guo1; Simon Fong3; Huajun Chen1
2016-11-21
Source PublicationEnterprise Information Systems
ISSN1751-7575
Volume10Issue:9Pages:947-958
Abstract

Large volume of high-speed streaming data is generated by big power grids continuously. In order to detect and avoid power grid failure, decision support systems (DSSs) are commonly adopted in power grid enterprises. Among all the decision-making algorithms, incremental decision tree is the most widely used one. In this paper, we propose a combined classifier that is a composite of a cache-based classifier (CBC) and a main tree classifier (MTC). We integrate this classifier into a stream processing engine on top of the DSS such that high-speed steaming data can be transformed into operational intelligence efficiently. Experimental results show that our proposed classifier can return more accurate answers than other existing ones.

KeywordData Mining Distributed Artificial Intelligence (Dai) Enterprise Applications Enterprise Computing Systems Enterprise Information Systems (Eis)
DOIhttps://doi.org/10.1080/17517575.2015.1086495
URLView the original
Indexed BySCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems
WOS IDWOS:000384270400002
PublisherTAYLOR & FRANCIS LTD, 2-4 PARK SQUARE, MILTON PARK, ABINGDON OR14 4RN, OXON, ENGLAND
Fulltext Access
Citation statistics
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorHang Yang
Affiliation1.Smart Grid Institute, China Southern Power Grid, Guangzhou, China;
2.Department of Computer Science, The University of Hong Kong, Hong Kong, Hong Kong;
3.Department of Information and Computer Science, University of Macau, Macau, Macao
Recommended Citation
GB/T 7714
Hang Yang,Peng Li,Zhian He,et al. A decision support system using combined-classifier for high-speed data stream in smart grid[J]. Enterprise Information Systems,2016,10(9):947-958.
APA Hang Yang,Peng Li,Zhian He,Xiaobin Guo,Simon Fong,&Huajun Chen.(2016).A decision support system using combined-classifier for high-speed data stream in smart grid.Enterprise Information Systems,10(9),947-958.
MLA Hang Yang,et al."A decision support system using combined-classifier for high-speed data stream in smart grid".Enterprise Information Systems 10.9(2016):947-958.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Hang Yang]'s Articles
[Peng Li]'s Articles
[Zhian He]'s Articles
Baidu academic
Similar articles in Baidu academic
[Hang Yang]'s Articles
[Peng Li]'s Articles
[Zhian He]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Hang Yang]'s Articles
[Peng Li]'s Articles
[Zhian He]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.