Data mining techniques application in power distribution utilities

Transmission and Distribution Exposition Conference: 2008 IEEE PES Powering Toward the Future, PIMS 2008

Volumn , Issue , 2008, Pages

  Ramos, Sérgio ^a   Vale, Zita ^a  

^a POLYTECHNIC INSTITUTE OF PORTO   (Portugal)

Author keywords

Classification; Clustering; Data mining; Electricity markets; Load profiles

Indexed keywords

CLASSIFICATION MODELS; CLUSTERING DATA; DATA BASE; DATA MINING TECHNIQUES; ELECTRIC ENERGY CONSUMPTION; ELECTRICITY MARKET; HIERARCHICAL CLUSTERING ALGORITHMS; KNOWLEDGE DISCOVERY PROCESS; LOAD PROFILES; MEDIUM VOLTAGE; POWER DISTRIBUTIONS; PRE-PROCESSING; REAL DATABASE; TYPICAL LOAD PROFILE;

CLASSIFICATION (OF INFORMATION); CLUSTERING ALGORITHMS; DATA PROCESSING; ELECTRIC LOAD FORECASTING;

DATA MINING;

EID: 77950980252     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/TDC.2008.4517229     Document Type: Conference Paper

References (11)

1. Sérgio Ramos, Zita Vale, José Santana & Jorge Duarte, "Data Mining Contributions to Characterize MV Consumers and to Improve the Suppliers-Consumers Settlements", PES GM 07 - IEEE Power Engineering Society, Tampa, Florida, USA, 24-28 July, 2007.
2. Pitt, B. and D. Kirchen, "Applications of Data Mining Techniques to Load Profiling", in Proc. IEEE PICA, Santa Clara, CA, May, 1999.
3. Gellings, Clark W., "Emerging Energy Customers of the Twenty-First Century", CIGRE/IEEE Technical Session, IEEE Power Engineering Review, October, 1998.
4. Chicco, G, Napoli, R., Postulache, P., Scutariu, M. And Toader C., "Customer Characterization Options for Improving the Tariff Offer", IEEE Transactions on Power Systems, Vol.18, No1, February, pp. 381-387, 2003.
5. Figueiredo V., Rodrigues F., Vale Z. & Gouveia, B., "An Electric Energy Characterization Framework based on Data Mining Techniques". In the IEEE Transactions on Power Systems, Vol.20, N.2, pp. 596-602, May 2005.
6. Fayyad, U., G. Piatetsky-Shapiro, P.J. Smith, R. Uthurasamy, "From Data Mining to Knowledge Discovery: An Overview". In Advances in Knowledge Discovery and Data Mining, pages 1-34. AAAI/MIT Press, 1996.
7. Frawley, W.J., G. Piatetsky-Shapiro, C. Matheus, "Knowledge Discovery in Databases: An Overview", Technical Report, 1995.
8. Sérgio Ramos, Zita Vale, Fátima Rodrigues, Raul Pinheiro, & Judite Ferreira "Decision Support System for Improving the Tariff Offer Based on Patterns Extracted from MV Load Diagrams", ICKEDS'06, in Proc. of the International Conference on Knowledge Engineering and Decision Support, pp 107-115, Lisbon, Portugal, May, 2006.
9. Witthen, I. & Frank, E. "Data Mining - Practical Machine Learning Tools and Techniques with Java Implementations", Morgan Kaufmann Publishers, Academic Press, 2000.
10. Sérgio Ramos, Zita Vale, José Santana & Fátima Rodrigues, "An Approach to the Consumer-Supplier Relationship Supported by Data Mining Techniques for MV Costumers ", WSEAS Transactions on Power Systems, Issue 7, Volume 1, July, pp. 1350-1357, 2006.
11. Figueiredo V., Duarte F.J.,Rodrigues F., Vale Z., Ramos, C. Ramos, S., Gouveia B., 2003, "Electric Energy Customer Characterization by Clustering.", Proceedings of ISAP 2003, Lemnos, Greece.