Title :
Intelligent localisation of signals using the signal wavefronts: A review
Author :
Hoole, Paul R. ; Pirapaharan, K. ; Kavi, Moses ; Fisher, Jonathan ; Aziz, Nur Farah ; Hoole, S.R.H.
Author_Institution :
Dept. of Electr. & Commun. Eng., Univ. of Technol., Lae, Papua New Guinea
Abstract :
This paper reviews the use of Artificial Neural Networks in lightning related problems, and especially in locating the lightning using a signal sensor with a three element antenna and signal processor. A model to correctly represent both lighting return stroke currents and the radiated lightning electromagnetic pulses (LEMP) is presented with carefully chosen damping coefficients, or frequencies, following a previous work on this. The designed lighting return stroke model is shown to clearly demonstrate the distinct patterns of the LEMP at different distances. This model is used as a test bed to demonstrate the intelligent tracking three element antenna (using inverse computation signal processor) that may be used with a neural network classifier to locate the distance of lightning strike from the three element antenna sensor.
Keywords :
antennas; electrical engineering computing; electromagnetic pulse; lightning; neural nets; sensors; signal processing; LEMP; artificial neural networks; damping coefficients; intelligent tracking three element antenna; inverse computation signal processor; lighting return stroke currents; lighting return stroke model; lightning; lightning strike; neural network classifier; radiated lightning electromagnetic pulses; signal intelligent localisation; signal sensor; signal wavefronts; three element antenna sensor; Antennas; Artificial neural networks; Atmospheric modeling; Erbium; Instruction sets; Lead; Monitoring; Aircraft protection; Electromagnetic pulse; Electrostatic Discharge; Lightning; Lightning warning; Neural Network; Signal localization; current characterization;
Conference_Titel :
Lightning Protection (ICLP), 2014 International Conference o
Conference_Location :
Shanghai
DOI :
10.1109/ICLP.2014.6973170