王彩云

副研究员(自然科学) 硕士生导师

个人信息

招生学科专业:
光学工程 -- 【招收硕士研究生】 -- 航天学院
电子信息 -- 【招收硕士研究生】 -- 航天学院
学位:工学博士学位
性别:女
学历:北京航空航天大学
所在单位:航天学院
电子邮箱:

Radar HRRP target recognition based on convolutional sparse coding and multi-classifier fusion

发表时间:2020-03-23 点击次数:
所属单位:航天学院
发表刊物:Xi Tong Cheng Yu Dian Zi Ji Shu/Syst Eng Electron
摘要:A radar high resolution range profile (HRRP) target recognition algorithm based on convolutional sparse coding and classifier fusion method, named convolutional sparse coding and multi-classifier fusion (CSCMF) is proposed. Firstly, it extracts the features from the HRRPs using the convolutional sparse coding (CSC) method, and realizes the compression of the data set. Secondly, three different classifiers (random forest classifier, naive Bayesian classifier, and minimum classifier) that fuse the sparse coding characteristics were used to obtain three predictive labels. Finally, we adopt classifier fusion by the majority of the voting methods to get the final recognition decision. We researched some classifiers algorithms in our experiments, and the simulation results based on the radar high resolution range profile database demonstrate the presented method can achieve remarkable classification performance and more robust to noise. © 2018, Editorial Office of Systems Engineering and Electronics. All right reserved.
ISSN号:1001-506X
是否译文:
发表时间:2018-11-01
合写作者:Hu, Yunkan,Li, Xiaofei,Wei, Wenyi,Zhao, Huanyue
通讯作者:王彩云,Hu, Yunkan,王彩云
发表时间:2018-11-01

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