Scholarly record
PATTERN RECOGNITION TOOL FOR ENERGY CONSUMPTION PROFILES IDENTIFICATION
Abstract
This article proposes a software tool, based on artificial intelligence technics, to grid operators and energy companies, to optimize the power system. Precisely, it uses pattern recognition capabilities of neural networks, in order to enable a higher share of renewable energy to consumers. The applied analysis on PV power and other related electrical grid data, such as smart energy meter readings, are based on pattern recognition technics. The neural networks used for this approach will identify days of the week with similar energy consumption profiles. In this respect, firstly are presented concepts of: pattern recognition and neural networks. Secondly, these intelligent tools are implemented using Matlab programming language, in order to develop a graphical user interface for data monitoring and pattern recognition of load profiles. Thirdly, the software demonstrator is tested using real monitored data provided by Multidisciplinary Science and Technology Research Institute of Valhi University of Targoviste, Romania.
Publication Impact Profile
Publication details
References8
Dragomir F, Dragomir O.E,. - Monitoring and diagnosis system based on fuzzy-multi agent tools Proceedings of the 16th SGEM GeoConference on Energy and Clean Technologies, 2016
http://www.springer.com/computer/image+processing/book/978-0-387-31073-2
Andrew R.,-Webb Statistical Pattern Recognition, Second Edition., John Wiley & Sons, Ltd., 2002
Jain A.K.,Flynn P.J., -Data Clustering: A Review, Michigan State University M.N.
http://books.ithunder.org/NLP /k-means/kmeans11.pdf
Dragomir O.E., Dragomir F., Radulescu M. - Matlab Application of Kohonen Self-Organising Map to Classify Consumers’ Load Profiles, Procedia Computer Science, Volume 31, Pages 474–479, 2014
Kohonen T., Hynninen J., Kangas J., Laaksonen J.,- The Self Organising Map Program Package, Helsinki University of Technology, Laboratory of Computer and Information Science, www.cis.hut.fi, 2005
Mathworks. Matlab Graphical User Interface Toolbox Tutorial, See also: http://www.mathworks.com/videos/creating-a-gui-with-guide-68979.html?s_tid=srchtitle, accessed 18.03.2017.
View or Download full articleAccess options
SWS access login
Login as SWS Scientific CommitteeLogin as SWS Scientific PartnerLogin as SWS AuthorAuthors and approved SWS contributors will read and export their own linked papers after identity matching by SWS profile, email and SGEM GlobalID.
For librarian assistance: [email protected]
Purchase Instant Access
- Article can be downloaded after successful payment.
- Article may be used according to SWS library access terms.
- Article cannot be redistributed.


