Multistatic micro-Doppler radar feature extraction for classification of unloaded/loaded micro-drones

被引:112
作者
Ritchie, Matthew [1 ]
Fioranelli, Francesco [1 ]
Borrion, Herve [2 ]
Griffiths, Hugh [1 ]
机构
[1] UCL, Dept Elect & Elect Engn, London, England
[2] UCL, Dept Secur & Crime Sci, London, England
基金
英国工程与自然科学研究理事会;
关键词
DESIGN;
D O I
10.1049/iet-rsn.2016.0063
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
This study presents the use of micro-Doppler signatures collected by a multistatic radar to detect and discriminate between micro-drones hovering and flying while carrying different payloads, which may be an indication of unusual or potentially hostile activities. Different features have been extracted and tested, namely features related to the radar cross-section of the micro-drones, as well as the singular value decomposition and centroid of the micro-Doppler signatures. In particular, the added benefit of using multistatic information in comparison with conventional radar is quantified. Classification performance when identifying the weight of the payload that the drone was carrying while hovering was found to be consistently above 96% using the centroid-based features and multistatic information. For the non-hovering scenarios, classification results with accuracy above 95% were also demonstrated in preliminary tests in discriminating between three different payload weights.
引用
收藏
页码:116 / 124
页数:9
相关论文
共 19 条
  • [1] [Anonymous], 2014, P 2014 INT RAD C LIL
  • [2] Measurements and analysis of the radar signature of a new wind turbine design at X-band
    Balleri, Alessio
    Al-Armaghany, Allann
    Griffiths, Hugh
    Tong, Kinfai
    Matsuura, Takashi
    Karasudani, Takashi
    Ohya, Yuji
    [J]. IET RADAR SONAR AND NAVIGATION, 2013, 7 (02) : 170 - 177
  • [3] Breiman F, 1984, OLSHEN STONE CLASSIF
  • [4] de Wit JJM, 2014, 2014 INTERNATIONAL RADAR CONFERENCE (RADAR)
  • [5] de Wit J.J.M., 2012, 2012 EUR RAD C EURAD
  • [6] Design and evaluation of a low-cost multistatic netted radar system
    Derham, T. E.
    Doughty, S.
    Woodbridge, K.
    Baker, C. J.
    [J]. IET RADAR SONAR AND NAVIGATION, 2007, 1 (05) : 362 - 368
  • [7] Classification of loaded/unloaded micro-drones using multistatic radar
    Fioranelli, F.
    Ritchie, M.
    Griffiths, H.
    Borrion, H.
    [J]. ELECTRONICS LETTERS, 2015, 51 (22) : 1813 - 1814
  • [8] Fioranelli F., 2015, 2015 IEEE RAD C JOH
  • [9] Performance Analysis of Centroid and SVD Features for Personnel Recognition Using Multistatic Micro-Doppler
    Fioranelli, Francesco
    Ritchie, Matthew
    Griffiths, Hugh
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 13 (05) : 725 - 729
  • [10] Classification of Unarmed/Armed Personnel Using the NetRAD Multistatic Radar for Micro-Doppler and Singular Value Decomposition Features
    Fioranelli, Francesco
    Ritchie, Matthew
    Griffiths, Hugh
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2015, 12 (09) : 1933 - 1937