Automatic radar antenna scan type recognition in electronic warfare
dc.citation.epage | 2931 | en_US |
dc.citation.issueNumber | 4 | en_US |
dc.citation.spage | 2908 | en_US |
dc.citation.volumeNumber | 48 | en_US |
dc.contributor.author | Barshan, B. | en_US |
dc.contributor.author | Eravci, B. | en_US |
dc.date.accessioned | 2016-02-08T09:44:20Z | |
dc.date.available | 2016-02-08T09:44:20Z | |
dc.date.issued | 2011-10-04 | en_US |
dc.department | Department of Electrical and Electronics Engineering | en_US |
dc.description.abstract | We propose a novel and robust algorithm for antenna scan type (AST) recognition in electronic warfare (EW). The stages of the algorithm are scan period estimation, preprocessing (normalization, resampling, averaging), feature extraction, and classification. Naive Bayes (NB), decision-tree (DT), artificial neural network (ANN), and support vector machine (SVM) classifiers are used to classify five different ASTs in simulation and real experiments. Classifiers are compared based on their accuracy, noise robustness, and computational complexity. DT classifiers are found to outperform the others. | en_US |
dc.description.provenance | Made available in DSpace on 2016-02-08T09:44:20Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 70227 bytes, checksum: 26e812c6f5156f83f0e77b261a471b5a (MD5) Previous issue date: 2012 | en |
dc.identifier.doi | 10.1109/TAES.2012.6324669 | en_US |
dc.identifier.issn | 0018-9251 | |
dc.identifier.uri | http://hdl.handle.net/11693/21291 | |
dc.language.iso | English | en_US |
dc.publisher | Institute of Electrical and Electronics Engineers | en_US |
dc.relation.isversionof | http://dx.doi.org/10.1109/TAES.2012.6324669 | en_US |
dc.source.title | IEEE Transactions on Aerospace and Electronic Systems | en_US |
dc.subject | Naive bayes | en_US |
dc.subject | Noise robustness | en_US |
dc.subject | Period estimation | en_US |
dc.subject | Resampling | en_US |
dc.subject | Robust algorithm | en_US |
dc.subject | Algorithms | en_US |
dc.subject | Electronic warfare | en_US |
dc.subject | Feature extraction | en_US |
dc.subject | Neural networks | en_US |
dc.subject | Radar antennas | en_US |
dc.subject | Support vector machines | en_US |
dc.title | Automatic radar antenna scan type recognition in electronic warfare | en_US |
dc.type | Article | en_US |
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