A complete framework of radar pulse detection and modulation classification for cognitive EW

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buir.contributor.authorYar, Ersin
dc.contributor.authorYar, Ersinen_US
dc.contributor.authorKocamış, M. B.en_US
dc.contributor.authorOrduyılmaz, A.en_US
dc.contributor.authorSerin, M.en_US
dc.contributor.authorEfe, M.en_US
dc.coverage.spatialA Coruna, Spainen_US
dc.date.accessioned2020-01-29T07:47:31Z
dc.date.available2020-01-29T07:47:31Z
dc.date.issued2019
dc.departmentDepartment of Electrical and Electronics Engineeringen_US
dc.descriptionDate of Conference: 2-6 September 2019en_US
dc.descriptionConference Name: 27th European Signal Processing Conference, EUSIPCO 2019en_US
dc.description.abstractIn this paper, we consider automatic radar pulse detection and intra-pulse modulation classification for cognitive electronic warfare applications. In this manner, we introduce an end-to-end framework for detection and classification of radar pulses. Our approach is complete, i.e., we provide raw radar signal at the input side and produce categorical output at the output. We use short time Fourier transform to obtain time-frequency image of the signal. Hough transform is used to detect pulses in time-frequency images and pulses are represented with a single line. Then, convolutional neural networks are used for pulse classification. In experiments, we provide classification results at different SNR levels.en_US
dc.description.provenanceSubmitted by Zeynep Aykut (zeynepay@bilkent.edu.tr) on 2020-01-29T07:47:31Z No. of bitstreams: 1 A_complete_framework_of_radar_pulse_detection_and_modulation_classification_for_cognitive_EW.pdf: 304976 bytes, checksum: a29696e61c5be7b06e4aa637b7dba41e (MD5)en
dc.description.provenanceMade available in DSpace on 2020-01-29T07:47:31Z (GMT). No. of bitstreams: 1 A_complete_framework_of_radar_pulse_detection_and_modulation_classification_for_cognitive_EW.pdf: 304976 bytes, checksum: a29696e61c5be7b06e4aa637b7dba41e (MD5) Previous issue date: 2019en
dc.description.sponsorshipNational Science Foundation (NSF)en_US
dc.description.sponsorshipOffice of Naval Research Global (ONR)en_US
dc.description.sponsorshipTurismo A Coruna, Oficina de Informacion Turismo de A Corunaen_US
dc.description.sponsorshipXunta de Galicia, Centro de Investigacion TIC (CITIC)en_US
dc.description.sponsorshipXunta de Galicia, Conselleria de Cultura, Educacion e Ordenacion Universitariaen_US
dc.identifier.doi10.23919/EUSIPCO.2019.8903045en_US
dc.identifier.eisbn9789082797039
dc.identifier.eissn2076-1465
dc.identifier.isbn9781538673003
dc.identifier.issn2219-5491
dc.identifier.urihttp://hdl.handle.net/11693/52892
dc.language.isoEnglishen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.isversionofhttps://dx.doi.org/10.23919/EUSIPCO.2019.8903045en_US
dc.source.titleProceedings of the 27th European Signal Processing Conference, EUSIPCO 2019en_US
dc.subjectCognitive EWen_US
dc.subjectPulse detectionen_US
dc.subjectIntra-pulse modulation classificationen_US
dc.subjectConvolutional neural networksen_US
dc.titleA complete framework of radar pulse detection and modulation classification for cognitive EWen_US
dc.typeConference Paperen_US

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