Features associated with radar micro-Doppler signatures of various human activities

被引:2
|
作者
Zenaldin, Matthew [1 ]
Narayanan, Ram M. [1 ]
机构
[1] Penn State Univ, Dept Elect Engn, University Pk, PA 16802 USA
关键词
micro-Doppler; human gait; radar signatures; short-time Fourier transform; through-wall propagation; feature selection; CLASSIFICATION;
D O I
10.1117/12.2176760
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 paper presents the results of our experimental investigation into the radar micro-Doppler signatures (MDS) of various human activities both in free-space and through-wall environments. The collection of MDS signatures was divided into two categories: stationary and forward-moving. Each category of MDS signatures encompassed a variety of movements associated with it, adding up to a total of 14 human movements. Using a 6.5-GHz C-band coherent radar, the MDS of six human subjects were gathered in free-space and through-wall environments. The MDS for these cases were analyzed in detail and the general properties of the signatures were related to their associated phenomenological characteristics. Based upon the MDS, specific features for designing detectors and classifiers of human targets performing such movements are extracted.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] SOFTWARE DEFINED RADAR AND WAVEFORMS FOR STUDYING MICRO-DOPPLER SIGNATURES
    Liu, Baokun
    Chen, Rachel
    RADAR SENSOR TECHNOLOGY XVIII, 2014, 9077
  • [32] Target Classification and Recognition Based on Micro-doppler Radar Signatures
    Li, Wenchao
    Xiong, Boli
    Kuang, Gangyao
    2017 PROGRESS IN ELECTROMAGNETICS RESEARCH SYMPOSIUM - FALL (PIERS - FALL), 2017, : 1679 - 1684
  • [33] Extraction of Micro-Doppler Signatures using Automotive Radar Sensors
    Andres, Markus
    Ishak, Karim
    Menzel, Wolfgang
    Bloecher, Hans-Ludwig
    FREQUENZ, 2012, 66 (11-12) : 371 - 377
  • [34] Micro-Doppler Signatures of Underwater Vehicles Using Acoustic Radar
    Kashyap, Rajat
    Singh, Inderdeep
    Ram, Shobha Sundar
    2015 IEEE INTERNATIONAL RADAR CONFERENCE (RADARCON), 2015, : 1222 - 1227
  • [35] Micro-doppler radar classification of human motions under various training scenarios
    Fairchild, Dustin P.
    Narayanan, Ram M.
    ACTIVE AND PASSIVE SIGNATURES IV, 2013, 8734
  • [36] 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,
  • [37] Radar Measurement of Human Polarimetric Micro-Doppler
    Tahmoush, David
    Silvious, Jerry
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2013, 2013
  • [38] Classification of Micro-Doppler Signatures Measured by Doppler Radar Through Transfer Learning
    Alnujaim, Ibrahim
    Oh, Daegun
    Park, Ikmo
    Kim, Youngwook
    2019 13TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION (EUCAP), 2019,
  • [39] Micro-Doppler signatures for intelligent human gait recognition using a UWB impulse radar
    Wang, Yazhou
    Fathy, Aly E.
    2011 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION (APSURSI), 2011, : 2103 - 2106
  • [40] Classification of Radar Targets Based on Micro-Doppler Features Using High Frequency High Resolution Radar Signatures
    Gomez, Sherry
    Johnson, Akhil
    Ramesh Babu, P.
    2023 International Conference on Network, Multimedia and Information Technology, NMITCON 2023, 2023,