Title :
Arc fault identification method based on fractal theory and SVM
Author :
Bao Jieqiu ; Zhang Yi ; Duan Zhiqiang ; Zhang Hongqiang
Author_Institution :
Shenyang Inst. of Eng., Shenyang, China
Abstract :
The effect is very large of arc fault in electric conductors to the users´ electric safety. The test system to arc fault was built based on UL1699 standard in order to detect and identify the arc fault in the electric wires which can collect the arc fault current in the typical electrical equipments. Phase space planar graph of the current waveform in time domain is obtained using the phase space reconstruction method, and geometric dimension and information dimension of current phase planar graph are calculated using fractal theory to build the sample database of current two dimensional characteristics value. Non-linear sorter system of the radial basis function was built based on vector machine theory to train and test the sample data of characteristics value. Simulation result of Matlab proved that this method has high distinguishing degree and can identify the arc fault in electric wires accurately and reliably.
Keywords :
arcs (electric); electrical safety; fault currents; fault diagnosis; fractals; graph theory; power apparatus; power engineering computing; radial basis function networks; support vector machines; time-domain analysis; wires (electric); Matlab; SVM; UL1699 standard; arc fault current; arc fault detection; arc fault identification method; current two dimensional characteristic value; current waveform; electric conductors; electric wires; electrical equipments; fractal theory; geometric dimension; information dimension; nonlinear sorter system; phase space planar graph; phase space reconstruction method; radial basis function; test system; time domain; users electric safety; vector machine theory; Circuit faults; Fault currents; Fault diagnosis; Fractals; Power systems; Support vector machines; Time-frequency analysis; SVM; arc fault; fractal; phase space reconstruction;
Conference_Titel :
Power System Technology (POWERCON), 2014 International Conference on
Conference_Location :
Chengdu
DOI :
10.1109/POWERCON.2014.6993487