A Comprehensive Estimation Method for Kernel Function of Radar Signal Classifier

被引：9
|
作者：
Xu Jing [1 ]
He Minghao [1 ]
Han Jun [1 ]
Chen Changxiao [1 ]
机构：
[1] Air Force Early Warning Acad, Wuhan 430019, Peoples R China
来源：
CHINESE JOURNAL OF ELECTRONICS | 2015年 / 24卷 / 01期
基金：
中国国家自然科学基金;
关键词：
Radar emitter; Support vector machine (SVM); Kernel function; Comprehensive estimation;
D O I：
10.1049/cje.2015.01.036
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
摘要：
The current electromagnetism environment is fast changing and levity, the methods for evaluation Suppont vector machine (SVM) kernel functions which are used in radar signal recognition can not suit it. So kernel space separate, stability and parameter numbers were proposed in this paper to review the performance of kernel function, and a novel method for estimating kernel function was designed. By simulation, this novel method can estimate the performance of kernel function roundly, and can choose the best kernel function in different application demand for recognition.
引用
收藏
页码：218 / 222
页数：5
相关论文
共 50 条
  • [1] A Comprehensive Estimation Method for Kernel Function of Radar Signal Classifier
    XU Jing
    HE Minghao
    HAN Jun
    CHEN Changxiao
    Chinese Journal of Electronics, 2015, 24 (01) : 218 - 222
  • [2] Estimation method of automotive radar signal for MARPET
    Asano, Y
    Ohshima, S
    Nishikawa, K
    1997 IEEE 47TH VEHICULAR TECHNOLOGY CONFERENCE PROCEEDINGS, VOLS 1-3: TECHNOLOGY IN MOTION, 1997, : 1912 - 1916
  • [3] Fault Diagnosis Method of Converter Based on Kernel Density Estimation Classifier
    Huang L.
    Wang W.
    Lin Q.
    Cai F.
    Chen S.
    Dianwang Jishu/Power System Technology, 2019, 43 (06): : 2204 - 2210
  • [4] Comprehensive Evaluation Method of Radar Emitter Signal Features Performance
    Pu Yunwei
    Wu Haixiao
    Liu Taotao
    Guo Jiang
    LASER & OPTOELECTRONICS PROGRESS, 2021, 58 (09)
  • [5] A Fair Classifier Using Kernel Density Estimation
    Cho, Jaewoong
    Hwang, Gyeongjo
    Suh, Changho
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS (NEURIPS 2020), 2020, 33
  • [6] A NOTE ON THE ESTIMATION OF A DISTRIBUTION FUNCTION AND QUANTILES BY A KERNEL-METHOD
    AZZALINI, A
    BIOMETRIKA, 1981, 68 (01) : 326 - 328
  • [7] Moving Object Classifier based on UWB Radar Signal
    Lee, Chong Hyun
    Kang, Youn Joung
    Bae, Jinho
    Lee, Seung Wook
    Shin, Jungchae
    Jung, Jin Woo
    PROCEEDINGS OF THE 10TH INTERNATIONAL CONFERENCE ON WIRELESS INFORMATION NETWORKS AND SYSTEMS (WINSYS 2013), 2013, : 185 - 190
  • [8] A method of generating rules for a kernel fuzzy classifier
    Yang, Ai-Min
    Li, Xin-Guang
    Jiang, Ling-Min
    Zhou, Yong-Mei
    Li, Qian-Qian
    PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 2695 - +
  • [9] A novel signal processing method for MIMO radar based on channel estimation
    Zeng Jiankui
    Xiang Lijuan
    Dong Ziming
    Yuan Shangzhun
    2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 3, 2010, : 413 - 415
  • [10] A Novel Method of Power Spectrum Estimation in CW Radar Signal Processing
    Chen, Jiacheng
    Jiang, Yilei
    Xu, Weibo
    Chai, Shunlian
    2015 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST), 2015, : 103 - 107
12345