A Hierarchical Foreign Object Debris Detection Method Using Millimeter Wave Radar

被引:3
|
作者
Wang Baoshuai [1 ]
Lan Zhu [1 ]
Li Zhengjie [1 ]
Wang Xiaobin [1 ]
Hu Hongtao [1 ]
机构
[1] Sci & Technol Elect Informat Control Lab, Chengdu 610036, Sichuan, Peoples R China
关键词
Millimeter wave radar; Foreign Object Debris (FOD) detection; Power spectrum features; One-class classifier;
D O I
10.11999/JEIT180200
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
Detection of stationary little targets in heavy ground clutter is the key problem facing the millimeter wave airport runway Foreign Object Debris (FOD) detection radar. This paper proposes a hierarchical FOD detection algorithm based on power spectrum feature extraction and Support Vector Domain Description (SVDD) classifier. The clutter map Constant False Alarm Rate (CFAR) detection algorithm is first utilized to suppress the complex background clutter. In order to solve the high false alarm problem after the clutter suppression, the power spectrum features are extracted to transform the radar returns into the feature domain where the FOD and false alarm are more distinguishable. Finally, the one-class SVDD classifier is utilized to categorize the FOD and false alarm into different kinds so as to reduce the false alarm rate. Experimental results based on measured data show that the proposed method can achieve good detection performance.
引用
收藏
页码:2676 / 2683
页数:8
相关论文
共 19 条
  • [1] ANAS Tom, 2008, 2008 IEEE RAD C ROM, P1
  • [2] [杜兰 Du Lan], 2016, [电子与信息学报, Journal of Electronics & Information Technology], V38, P3093
  • [3] Noise Reduction Method Based on Principal Component Analysis With Beta Process for Micro-Doppler Radar Signatures
    Du, Lan
    Wang, Baoshuai
    Wang, Penghui
    Ma, Yanyan
    Liu, Hongwei
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2015, 8 (08) : 4028 - 4040
  • [4] Robust Classification Scheme for Airplane Targets With Low Resolution Radar Based on EMD-CLEAN Feature Extraction Method
    Du, Lan
    Wang, Baoshuai
    Li, Yanbing
    Liu, Hongwei
    [J]. IEEE SENSORS JOURNAL, 2013, 13 (12) : 4648 - 4662
  • [5] Lei J., 2016, THESIS
  • [6] LI Huaqiong, 2015, RADIO ENG, V45, P53, DOI [10.3969/j.issn. 1003- 3106.2015.09.14, DOI 10.3969/J.ISSN.1003-3106.2015.09.14]
  • [7] Li Hui, 2016, THESIS
  • [8] [李龙 Li Long], 2016, [电子与信息学报, Journal of Electronics & Information Technology], V38, P950
  • [9] [刘家辰 Liu Jiachen], 2015, [电子与信息学报, Journal of Electronics & Information Technology], V37, P386
  • [10] LIU Jianghong, 2016, ELECT INFORM WARFARE, V31, P83, DOI [10.3969/j.issn.1674-2230.2016.04.017, DOI 10.3969/J.ISSN.1674-2230.2016.04.017]