SVMs ensemble for radar target recognition based on evolutionary feature selection

被引：0
|
作者：
Zhang, Xiangrong [1 ]
Jiao, Licheng [1 ]
Gou, Shuiping [1 ]
机构：
[1] Xidian Univ, Xian 710071, Peoples R China
来源：
2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS | 2007年
关键词：
D O I：
10.1109/CEC.2007.4424826
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A novel radar target recognition method based on SVMs ensemble is presented, in which a set of suitable feature subsets are selected for component SVMs by Immune Clonal Algorithm, a new artificial immune system algorithm. With Immune Clonal Algorithm, high quality and high diversity of the components for SVMs ensemble are ensured. Experimental results on one-dimension radar high resolution range profiles demonstrate the validity and reliability of this new radar target recognition method.
引用
收藏
页码：2804 / 2808
页数：5
相关论文
共 50 条
  • [1] Radar target recognition based on wavelet and evolutionary networks
    Wu, M
    Liu, F
    Jiao, LC
    ICSP '98: 1998 FOURTH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1998, : 1367 - 1369
  • [2] Emotion Recognition Based on Dynamic Ensemble Feature Selection
    Yang, Yong
    Wang, Guoyin
    Kong, Hao
    MAN-MACHINE INTERACTIONS, 2009, 59 : 217 - 225
  • [3] Evolutionary multiobjective ensemble learning based on Bayesian feature selection
    Chen, Huanhuan
    Yao, Xin
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 267 - +
  • [4] Feature selection for SVMs
    Weston, J
    Mukherjee, S
    Chapelle, O
    Pontil, M
    Poggio, T
    Vapnik, V
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 13, 2001, 13 : 668 - 674
  • [5] Detection for JPEG steganography based on evolutionary feature selection and classifier ensemble selection
    Ma, Xiaofeng
    Zhang, Yi
    Song, Xiangfeng
    Fan, Chao
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2017, 11 (11): : 5592 - 5609
  • [6] Ensemble Based-Feature Selection on Human Activity Recognition
    Mazaar, Hussein
    Emary, Eid
    Onsi, Hoda
    INTERNATIONAL CONFERENCE ON INFORMATICS AND SYSTEMS (INFOS 2016), 2016, : 81 - 87
  • [7] Ensemble Classification Based on Feature Selection for Environmental Sound Recognition
    Zhao, Shuai
    Zhang, Yan
    Xu, Haifeng
    Han, Te
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [8] A Method of Radar Target Recognition Based on Polarization Invariant Feature
    Wang, Wenqing
    Li, Shuangshuang
    Li, Mengyan
    Tang, Lin
    FOURTH SEMINAR ON NOVEL OPTOELECTRONIC DETECTION TECHNOLOGY AND APPLICATION, 2018, 10697
  • [9] UWB radar recognition system based on HOS and SVMs
    Sadli, Rahmad
    Tatkeu, Charles
    Hamidoun, Khadija
    El Hillali, Yassin
    Rivenq, Atika
    IET RADAR SONAR AND NAVIGATION, 2018, 12 (10): : 1137 - 1145
  • [10] Radar emitter signal recognition based on feature selection algorithm
    Zhang, GX
    Hu, LZ
    Jin, WD
    AI 2004: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2004, 3339 : 1108 - 1114
12345