Detection of high impedance arcing faults using a multi-layer perceptron
Journal Article
·
· IEEE Transactions on Power Delivery (Institute of Electrical and Electronics Engineers); (United States)
- Univ. of Manitoba, Dept. of Electrical and Computer Engineering, Winnipeg, Manitoba R3T 2N2 (Canada)
- Manitoba Hydro, System Operation Dept., Winnipeg, Manitoba R3C 2P4 (Canada)
A feed-forward three-layer perceptron was trained by high impedance fault, fault-like load, and normal load current patterns, using the back-propagation training algorithm. This paper reports that the neural network parameters were embodied in a high impedance arcing faults detection algorithm, which uses a simple preprocessing technique to prepare the information input to the network. The algorithm was tested by traces of normal load current disturbed by currents of faults on dry and wet soil, an arc welder, computers, and fluorescent lights.
- OSTI ID:
- 6989218
- Journal Information:
- IEEE Transactions on Power Delivery (Institute of Electrical and Electronics Engineers); (United States), Journal Name: IEEE Transactions on Power Delivery (Institute of Electrical and Electronics Engineers); (United States) Vol. 7:4; ISSN 0885-8977; ISSN ITPDE5
- Country of Publication:
- United States
- Language:
- English
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Related Subjects
24 POWER TRANSMISSION AND DISTRIBUTION
240100* -- Power Systems-- (1990-)
240200 -- Power System Networks
Transmission & Distribution-- (1990-)
29 ENERGY PLANNING, POLICY, AND ECONOMY
296000 -- Energy Planning & Policy-- Electric Power
99 GENERAL AND MISCELLANEOUS
990200 -- Mathematics & Computers
ALGORITHMS
ARC WELDING
COMPUTER-AIDED DESIGN
DATA ACQUISITION SYSTEMS
DESIGN
EDUCATION
ELECTRICAL FAULTS
FABRICATION
JOINING
LOAD MANAGEMENT
MANAGEMENT
MATHEMATICAL LOGIC
MATHEMATICS
NEURAL NETWORKS
ON-LINE MEASUREMENT SYSTEMS
ON-LINE SYSTEMS
PLANNING
POWER DISTRIBUTION SYSTEMS
POWER SYSTEMS
SOILS
TOPOLOGY
TRAINING
WELDING
240100* -- Power Systems-- (1990-)
240200 -- Power System Networks
Transmission & Distribution-- (1990-)
29 ENERGY PLANNING, POLICY, AND ECONOMY
296000 -- Energy Planning & Policy-- Electric Power
99 GENERAL AND MISCELLANEOUS
990200 -- Mathematics & Computers
ALGORITHMS
ARC WELDING
COMPUTER-AIDED DESIGN
DATA ACQUISITION SYSTEMS
DESIGN
EDUCATION
ELECTRICAL FAULTS
FABRICATION
JOINING
LOAD MANAGEMENT
MANAGEMENT
MATHEMATICAL LOGIC
MATHEMATICS
NEURAL NETWORKS
ON-LINE MEASUREMENT SYSTEMS
ON-LINE SYSTEMS
PLANNING
POWER DISTRIBUTION SYSTEMS
POWER SYSTEMS
SOILS
TOPOLOGY
TRAINING
WELDING