Title :
Transformer differential protection using principal component analysis
Author :
Vázquez, E. ; Mijares, I.I. ; Chacón, O.L. ; Conde, A.
Author_Institution :
Univ. Autonoma de Nuevo Leon, Monterrey
Abstract :
This paper describes a new algorithm for transformer differential protection, based on pattern recognition of the differential current obtained as the phasor sum of the current transformers secondary currents. The algorithm uses principal component analysis (PCA) to pre-processing data from the power system, in order to eliminate redundant information and enhance hidden pattern in differential current to discriminate between internal faults from inrush and overexcitation conditions. The algorithm was proven using PSCAD/EMTDC simulations in a three-phase power system considering critical fault cases. The results show the feasibility to implement this algorithm for transformer differential protection
Keywords :
current transformers; fault currents; pattern recognition; power transformer protection; principal component analysis; EMTDC; PSCAD; current transformers secondary currents; differential current; internal faults; pattern recognition; principal component analysis; three-phase power system; transformer differential protection; Current transformers; EMTDC; PSCAD; Pattern recognition; Power system analysis computing; Power system faults; Power system protection; Power system simulation; Principal component analysis; Surge protection; Protective relay; differential; pattern recognition; transformer protection;
Conference_Titel :
Power Engineering Society General Meeting, 2006. IEEE
Conference_Location :
Montreal, Que.
Print_ISBN :
1-4244-0493-2
DOI :
10.1109/PES.2006.1709128