Micro-Doppler-Radar-Based UAV Detection Using Inception-Residual Neural Network
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Le, Hai | - |
dc.contributor.author | Doan, Van-Sang | - |
dc.contributor.author | Le, Dai Phong | - |
dc.contributor.author | Nguyen, Huu-Hung | - |
dc.contributor.author | Huynh-The, Thien | - |
dc.contributor.author | Le-Ha, Khanh | - |
dc.contributor.author | Hoang, Van-Phuc | - |
dc.date.accessioned | 2022-05-17T04:40:04Z | - |
dc.date.available | 2022-05-17T04:40:04Z | - |
dc.date.created | 2022-05-17 | - |
dc.date.issued | 2020-10 | - |
dc.identifier.issn | 2162-1020 | - |
dc.identifier.uri | https://scholarworks.bwise.kr/kumoh/handle/2020.sw.kumoh/21119 | - |
dc.description.abstract | This paper demonstrates the performance evaluation of UAV detection based on micro-Doppler radar image data with the proposed inception-residual neural network (IRNN). Accordingly, the network is designed and analyzed by changing network hyper-parameters through experiment with the Real Doppler RAD-DAR (RDRD) dataset that is collected by the practical measurements. Numerical analysis results show that the proposed network with 16 filters yield a good trade-off between accuracy and time-consuming performances. Moreover, the network is taken into account for competing with three other networks. Due to inception-residual structure, the proposed network remarkably outperforms other ones. | - |
dc.language | 영어 | - |
dc.language.iso | en | - |
dc.publisher | IEEE | - |
dc.title | Micro-Doppler-Radar-Based UAV Detection Using Inception-Residual Neural Network | - |
dc.type | Conference | - |
dc.contributor.affiliatedAuthor | Huynh-The, Thien | - |
dc.identifier.wosid | 000788405700035 | - |
dc.identifier.bibliographicCitation | 13th International Conference on Advanced Technologies for Communications (ATC), pp.177 - 181 | - |
dc.relation.isPartOf | 13th International Conference on Advanced Technologies for Communications (ATC) | - |
dc.relation.isPartOf | PROCEEDINGS OF 202013TH INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR COMMUNICATIONS (ATC 2020) | - |
dc.citation.title | 13th International Conference on Advanced Technologies for Communications (ATC) | - |
dc.citation.startPage | 177 | - |
dc.citation.endPage | 181 | - |
dc.citation.conferencePlace | US | - |
dc.citation.conferencePlace | Telecommunicat Univ, Nha Trang, VIETNAM | - |
dc.citation.conferenceDate | 2020-10-08 | - |
dc.type.rims | CONF | - |
dc.description.journalClass | 1 | - |
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