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Radar transmitter classification using non-stationary signal classifier

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dc.contributor.author Du Plessis, MC
dc.contributor.author Olivier, JC
dc.date.accessioned 2010-01-12T08:00:38Z
dc.date.available 2010-01-12T08:00:38Z
dc.date.issued 2009-07
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
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 - en_ZA


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