Title :
Adaptive multiple fault detection and alarm processing for loop system with probabilistic network
Author :
Lin, Whei-Min ; Lin, Chia-Hung ; Sun, Zheng-Chi
Author_Institution :
Dept. of Electr. Eng., Nat. Sun Yat-Sen Univ., Kaohsiung, Taiwan
Abstract :
This paper presents the fault detection and alarm processing in loop system with fault detection system (FDS). FDS consists of adaptive architecture with probabilistic neural network (PNN). Training PNN uses the primary/backup information of protective devices to create the training sets. However, when network topology changes, adaptation capability becomes important in neural network applications. PNN can be retained and estimated effectively. With a looped system, computer simulations were conducted to show the effectiveness of the proposed system, and PNN´s adapt network topology changes.
Keywords :
adaptive systems; fault location; network topology; neural nets; power system faults; power system protection; power system simulation; probability; adaptation capability; adaptive multiple fault detection; alarm processing; backup information; loop system; network topology; power system protection; primary information; probabilistic neural network; protective devices; Artificial neural networks; Circuit faults; Computer architecture; Computer simulation; Fault detection; Fault diagnosis; Network topology; Neural networks; Power system faults; Power system protection;
Journal_Title :
Power Delivery, IEEE Transactions on
DOI :
10.1109/TPWRD.2003.820203