Distribution fault diagnosis using a hybrid algorithm of Fuzzy classification and Artificial Immune systems

IEEE Power and Energy Society 2008 General Meeting: Conversion and Delivery of Electrical Energy in the 21st Century, PES

Volumn , Issue , 2008, Pages

  Xu, Le ^a,b   Chow, Mo Yuen ^a,c  

^a IEEE

^b QUANTA TECHNOLOGY   (United States)

^c North Carolina State University   (United States)

Author keywords

Artificial immune systems; Fault diagnosis; Fuzzy classification; Power distribution systems

Indexed keywords

ALGORITHMS; ATMOSPHERIC RADIATION; CLASSIFICATION (OF INFORMATION); COMMERCE; ELECTRIC FAULT CURRENTS; ENERGY CONVERSION; FUZZY SYSTEMS; IMAGING TECHNIQUES; IMMUNOLOGY; INDUSTRIAL ECONOMICS; INFERENCE ENGINES; INFRARED DEVICES; INFRARED INSTRUMENTS; LAWS AND LEGISLATION; LIGHTNING; MEDICAL IMAGING; OUTAGES; POTENTIAL ENERGY; POTENTIAL ENERGY SURFACES; REAL TIME CONTROL; SOUNDING APPARATUS;

21ST CENTURY; ARTIFICIAL IMMUNE RECOGNITION SYSTEM; ARTIFICIAL IMMUNE SYSTEMS; CLASSIFICATION ALGORITHMS; COMPUTING TIME; CUSTOMER INTERRUPTION; DUKE ENERGY; EFFECTIVE DISTRIBUTION; ELECTRICAL ENERGY; FAULT DIAGNOSIS; FUZZY CLASSIFICATION; FUZZY CLASSIFICATIONS; HYBRID ALGORITHM; IMBALANCED DATA; IMMUNE SYSTEMS; INFERENCE RULES; LINGUISTIC RULES; POWER DISTRIBUTION SYSTEMS; RESTORATION PROCEDURE; RULE EXTRACTION; SEARCHING CAPABILITY; SYSTEM AVAILABILITY;

TREES (MATHEMATICS);

EID: 52349120817     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/PES.2008.4596793     Document Type: Conference Paper

References (16)

1. Jiawei Han and Micheline Kamber, Data Mining: Concepts and Techniques. San Francisco: Academic Press, Morgan Kaufmann Publishers, 2001.
2. Hisao Ishibuchi and T. Yamamoto, "Comparison of heuristic rule weight specification methods," Proc. of IEEE International Conference on Fuzzy Systems, Honolulu, HI 2002.
3. Le Xu, Mo-Yuen Chow, and Leroy S. Taylor, "Data Mining Based Fuzzy Classification Algorithm for Imbalanced Data," Proc. of IEEE World Congress on Computational Intelligence, Vancouver, BC, Canada, 2006.
4. Andrew Watkins, "AIRS: A Resource Limited Artificial Immune Classifier," in Department of Computer Science, vol. M.S.: Mississippi State University, 2001.
5. Andrew Watkins, "Artificial Immune Recognition System (AIRS) C++ source code," 2002.
6. Andrew Watkins and Jon Timmis, "Artificial Immune Recognition System (AIRS): Revisions and Refinements," Proc. of 1st International Conference on Artificial Immune Systems (ICARIS), 2002.
7. Le Xu, Mo-Yuen Chow, Jon Timmis, Leroy S. Taylor, and Andrew Watkins, "On the Investigation of Artificial Immune Systems on Imbalanced Data Classification," Proc. of IEEE World Congress on Computational Intelligence, Vancouver, BC, Canada, 2006.
8. Le Xu and Mo-Yuen Chow, "A classification approach for power distribution systems fault cause identification," IEEE Transactions on Power Systems, vol. 21, pp. 53-60, 2006.
9. Ishibuchi H. Nakashima T. Murata T. "Voting in fuzzy rule-based systems for pattern classification problems", Fuzzy Sets and Systems, vol. 103, no. 2, pp 223-238, 1999.
10. Leandro N. De Castro and Jon Timmis, Artificial Immune Systems: A New Computational Approach. London, UK: Springer-Verlag, 2002.
11. Andrew Watkins, Jon Timmis, and L. Boggess, "Artificial Immune Recognition System (AIRS): An Immune Inspired Supervised Machine Learning Algorithm," Genetic Programming and Evolvable Machines, vol. 5, 2004
12. Le Xu, Mo-Yuen Chow, and Leroy. S. Taylor, "Analysis of Tree-Caused Faults in Power Distribution Systems," Proc. of the 35th North American Power Symposium, 2003.
13. Richard E. Brown, Electric Power Distribution Reliability: Marcel Dekker, Inc., 2002.
14. M.-Y. Chow and L. S. Taylor, "Analysis and prevention of animal-caused faults in power distribution systems," IEEE Transaction on Power Delivery, vol. 10, no. 2, pp. 995-1001, 1995.
15. Miroslav Kubat, Robert C. Holte, and Stan Matwin, "Machine Learning for the Detection of Oil Spills in Radar Images," Machine Learning, vol. 30, pp. 195-215, 1998.
16. Ronald E. Walpole, Raymond H. Myers, Sharon L. Myers, and Keying Ye, Probability and Statistics for Engineers and Scientists (7th Edition): Prentice Hall, 2002.