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
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
  • [41] A method for optimizing the combinational kernel of support vector machine classifier
    Yang, Xu
    Yang, Xin
    Xiong, Hui-Lin
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2010, 44 (08): : 1037 - 1041
  • [42] Kernel Density Estimation on the Siegel Space with an Application to Radar Processing
    Chevallier, Emmanuel
    Forget, Thibault
    Barbaresco, Frederic
    Angulo, Jesus
    ENTROPY, 2016, 18 (11)
  • [43] Kernel LMS-Based Estimation Techniques for Radar Systems
    Singh, Uday Kumar
    Mitra, Rangeet
    Bhatia, Vimal
    Mishra, Amit Kumar
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2019, 55 (05) : 2501 - 2515
  • [44] Support vector method for function approximation, regression estimation, and signal processing
    Vapnik, V
    Golowich, SE
    Smola, A
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 9: PROCEEDINGS OF THE 1996 CONFERENCE, 1997, 9 : 281 - 287
  • [45] KERNEL METHOD ON CONDITIONAL MEDIAN ESTIMATION
    刘志军
    涂冬生
    ScienceBulletin, 1987, (09) : 642 - 643
  • [46] Kernel method for overlapping coefficients estimation
    Eidous, Omar M.
    AL-Talafha, Saif Al-Deen A.
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2022, 51 (09) : 5139 - 5156
  • [47] Nonparametric estimation of quantiles by the kernel method
    Faucher, D.
    Rasmussen, P.F.
    Bobée, B.
    Revue des Sciences de l'Eau, 2002, 15 (02): : 515 - 541
  • [48] A Similarity Method for Sorting Radar Signal
    Ahmed, Mohaned Giess Shokrallah
    Ying, Xiong
    Jun, Wang
    Bin, Tang
    EIGHTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2016), 2016, 10033
  • [49] Face Classification under Different Kernel Function Compared to KNN Classifier
    Nassih, Bouchra
    Hmina, Nabil
    Amine, Aouatif
    2016 13TH INTERNATIONAL CONFERENCE ON COMPUTER GRAPHICS, IMAGING AND VISUALIZATION (CGIV), 2016, : 232 - 236
  • [50] Statistically-Induced Kernel Function for Support Vector Machine Classifier
    Dendek, Cezary
    Mandziuk, Jacek
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2012, 7267 : 369 - 377