dc.contributor.author |
Du Plessis, MC
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dc.contributor.author |
Olivier, JC
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dc.date.accessioned |
2010-01-12T08:00:38Z |
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dc.date.available |
2010-01-12T08:00:38Z |
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dc.date.issued |
2009-07 |
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dc.identifier.citation |
Du Plessis, MC and Olivier, JC. 2009. Radar transmitter classification using non-stationary signal classifier. |
en |
dc.identifier.uri |
http://hdl.handle.net/10204/3878
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dc.description |
Copyright: 2009 Institute of Electrical and Electronics Engineering (IEEE). Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE |
en |
dc.description.abstract |
This paper presents a classification method which discriminates between two radar transmitters based on the received pulses. A simple radar transmitter model is presented to which a non-stationary signal classifier is applied. The classifier is a support vector machine which is applied to the radar pulse's time-frequency representation. The time-frequency representation is refined using particle swarm optimization to increase the classification accuracy. The classification accuracy is tested in an additive white Gaussian noise channel. An acceptable classification accuracy is reported from component tolerances as small as 2% on the transmitter's modulator. |
en |
dc.language.iso |
en |
en |
dc.publisher |
Institute of Electrical and Electronic Engineering (IEEE) |
en |
dc.subject |
Time-frequency representation |
en |
dc.subject |
Non-stationary classification |
en |
dc.subject |
Radar transmitter |
en |
dc.subject |
Wavelet analysis |
en |
dc.subject |
Pattern recognition |
en |
dc.subject |
ICWAPR 2009 |
en |
dc.title |
Radar transmitter classification using non-stationary signal classifier |
en |
dc.type |
Conference Presentation |
en |
dc.identifier.apacitation |
Du Plessis, M., & Olivier, J. (2009). Radar transmitter classification using non-stationary signal classifier. Institute of Electrical and Electronic Engineering (IEEE). http://hdl.handle.net/10204/3878 |
en_ZA |
dc.identifier.chicagocitation |
Du Plessis, MC, and JC Olivier. "Radar transmitter classification using non-stationary signal classifier." (2009): http://hdl.handle.net/10204/3878 |
en_ZA |
dc.identifier.vancouvercitation |
Du Plessis M, Olivier J, Radar transmitter classification using non-stationary signal classifier; Institute of Electrical and Electronic Engineering (IEEE); 2009. http://hdl.handle.net/10204/3878 . |
en_ZA |
dc.identifier.ris |
TY - Conference Presentation
AU - Du Plessis, MC
AU - Olivier, JC
AB - This paper presents a classification method which discriminates between two radar transmitters based on the received pulses. A simple radar transmitter model is presented to which a non-stationary signal classifier is applied. The classifier is a support vector machine which is applied to the radar pulse's time-frequency representation. The time-frequency representation is refined using particle swarm optimization to increase the classification accuracy. The classification accuracy is tested in an additive white Gaussian noise channel. An acceptable classification accuracy is reported from component tolerances as small as 2% on the transmitter's modulator.
DA - 2009-07
DB - ResearchSpace
DP - CSIR
KW - Time-frequency representation
KW - Non-stationary classification
KW - Radar transmitter
KW - Wavelet analysis
KW - Pattern recognition
KW - ICWAPR 2009
LK - https://researchspace.csir.co.za
PY - 2009
T1 - Radar transmitter classification using non-stationary signal classifier
TI - Radar transmitter classification using non-stationary signal classifier
UR - http://hdl.handle.net/10204/3878
ER -
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en_ZA |