Template-free Micro-Doppler Signature Classification for Wheeled and Tracked Vehicles

被引:0
作者
Jin, Guanghu [1 ]
Dong, Zhen [1 ]
Zhang, Yongsheng [1 ]
He, Feng [1 ]
机构
[1] Natl Univ Def Technol, Coll Elect Sci & Techonol, Changsha 410073, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Template-free; Micro-Doppler; Feature extraction; Vehicle classification; Hough transform; Subjection probability; RADAR; RECOGNITION; TARGET; MODEL;
D O I
10.14429/dsj.69.12096
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The micro-Doppler signature is a time-varying frequency modulation imparted on radar echo caused by target's micro-motion. To save the trouble of constructing template in the target classification, this paper investigates the micro-Doppler signature of wheeled and tracked vehicles and proposes a template-free classification method. Firstly, the echo signature is established and the micro-Doppler difference of these two kinds of targets is analysed. Secondly, some new micro-Doppler features are defined according to their difference. The new defined features are micro-Doppler bandwidth, micro-Doppler expansion rate and micro-Doppler peak number. According to the characteristic of the micro-Doppler in the time-frequency domain, we proposed to realise the feature extraction by Hough transformation. Lastly, template-free subjection functions are proposed to define the relationship between the features and the vehicles. By fuzzy comprehensive evaluation, the final classification result is obtained by combining the subjection probabilities together. Experimental results based on the simulated data and measured data are presented, which prove that the algorithm has good performance.
引用
收藏
页码:517 / 527
页数:11
相关论文
共 50 条
  • [41] Omnidirectional Motion Classification With Monostatic Radar System Using Micro-Doppler Signatures
    Yang, Yang
    Hou, Chunping
    Lang, Yue
    Sakamoto, Takuya
    He, Yuan
    Xiang, Wei
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2020, 58 (05): : 3574 - 3587
  • [42] Human Micro-Doppler Signature Extraction in the Foliage-penetration Environment
    Zhang, Jun
    Jin, Tian
    He, Yuan
    Qiu, Lei
    Zhou, Zhimin
    2016 21ST INTERNATIONAL CONFERENCE ON MICROWAVE, RADAR AND WIRELESS COMMUNICATIONS (MIKON), 2016,
  • [43] Modeling simulation and experiment of micro-Doppler signature of precession
    Hongwei Gao1
    2.China Aerospace Science & Industry Corporation
    JournalofSystemsEngineeringandElectronics, 2010, 21 (04) : 544 - 549
  • [44] Classification of Vehicles with High-Speed Airborne Radar Based on Micro-Doppler Signatures
    Li, Xin-yi
    Huang, Yin-he
    Yin, Kui-ying
    Qiao, Yin-qi
    IETE TECHNICAL REVIEW, 2018, 35 (02) : 180 - 189
  • [45] A measurement approach based on micro-Doppler maps for signature and motion analysis
    Ricci, R.
    Sona, A.
    ACTIVE AND PASSIVE SIGNATURES IV, 2013, 8734
  • [46] Classification of UAV-to-ground vehicles based on micro-Doppler effect and bispectrum analysis
    Lingzhi Zhu
    Shuning Zhang
    Si Chen
    Huichang Zhao
    Xiangyu Lu
    Dongxu Wei
    Signal, Image and Video Processing, 2020, 14 : 19 - 27
  • [47] Feature Selection for Classification of Human Micro-Doppler
    Gurbuz, Sevgi Zubeyde
    Tekeli, Burkan
    Karabacak, Cesur
    Yuksel, Melda
    2013 IEEE INTERNATIONAL CONFERENCE ON MICROWAVES, COMMUNICATIONS, ANTENNAS AND ELECTRONICS SYSTEMS (IEEE COMCAS 2013), 2013,
  • [48] Classification of Human Micro-Doppler in a Radar Network
    Tekeli, Burkan
    Gurbuz, Sevgi Zubeyde
    Yuksel, Melda
    Gurbuz, Ali Cafer
    Guldogan, Mehmet Burak
    2013 IEEE RADAR CONFERENCE (RADAR), 2013,
  • [49] Knowledge Exploitation for Human Micro-Doppler Classification
    Karabacak, Cesur
    Gurbuz, Sevgi Z.
    Gurbuz, Ali C.
    Guldogan, Mehmet B.
    Hendeby, Gustaf
    Gustafsson, Fredrik
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 12 (10) : 2125 - 2129
  • [50] Individual Classification Through Autoregressive Modelling of Micro-Doppler Signatures
    Garreau, Guillaume
    Nicolaou, Nicoletta
    Georgiou, Julius
    2012 IEEE BIOMEDICAL CIRCUITS AND SYSTEMS CONFERENCE (BIOCAS): INTELLIGENT BIOMEDICAL ELECTRONICS AND SYSTEM FOR BETTER LIFE AND BETTER ENVIRONMENT, 2012, : 312 - 315