Title :
Harmonic real time estimation by artificial neural network based on network and GPS technology
Author :
Zhijian, Hu ; Chengxue, Zhang ; Yunping, Chen ; Ruifan, Cheng
Author_Institution :
Sch. of Electr. Eng., Wuhan Univ.
fDate :
Nov. 29 2005-Dec. 2 2005
Abstract :
A new harmonic real time identification approach by adaptive neural network based on GPS technology and distributed Ethernet network was proposed in this paper. The method uses an adaptive neural network to estimate the amplitudes and angles of the distorted current in power system. In this method, only half cycle harmonic current signal was used as the input of the neural network. In order to improve the accuracy of harmonic source identification, GPS (global positioning system) is used as the synchronized signal for the embedded measurement system based on digital signal processor (DSP). The samples selecting and training methods of artificial neural network are explained and the hardware structure of the embedded harmonic identification system is given. RTDS (real-time digital simulator) simulation results illustrate the effectiveness of the proposed approach
Keywords :
Global Positioning System; digital signal processing chips; harmonic analysis; local area networks; neural nets; power system simulation; DSP; GPS technology; adaptive neural network; amplitudes estimation; artificial neural network; digital signal processor; distributed Ethernet network; embedded harmonic identification system; embedded measurement system; global positioning system; harmonic current signal; harmonic real time identification approach; harmonic source identification; real-time digital simulator; Adaptive systems; Amplitude estimation; Artificial neural networks; Distortion measurement; Ethernet networks; Global Positioning System; Position measurement; Power system harmonics; Power system measurements; Signal processing; Artificial neural network; Distributed Ethernet network; GPS; Harmonic measurement; Signal acquisition;
Conference_Titel :
Power Engineering Conference, 2005. IPEC 2005. The 7th International
Conference_Location :
Singapore
Print_ISBN :
981-05-5702-7
DOI :
10.1109/IPEC.2005.207086