Radar Classification for Traffic Intersection Surveillance based on Micro-Doppler Signatures

被引:0
|
作者
Argueello, Alexis Gonzalez [1 ]
Berges, Dominic [1 ]
机构
[1] Siemens AG, Mobil Div, Otto Hahn Ring 6, D-81739 Munich, Germany
关键词
radar classification; SVM; range-Doppler; clustering; tracking; micro-Doppler signatures; radar signal processing; intersection monitoring; intelligent transportation systems; smart city;
D O I
暂无
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
We propose a method for classifying objects within an intersection based on radar measurements. The complete processing chain beginning from raw data acquisition until target classification is elaborated. The range-Doppler processing for target detection, density-based spatial clustering of applications with noise (DBSCAN) clustering for associating the detections and a Kalman-filter based tracker for the multiple target scenario are implemented. As input for the classifier, features based on the micro-Doppler signatures were extracted and in a first step pedestrian and vehicles were discriminated by a support vector machine (SVM) classifier showing promising results from 300 recorded instances.
引用
收藏
页码:186 / 189
页数:4
相关论文
共 50 条
  • [1] Analytic Radar micro-Doppler Signatures Classification
    Oh, Beom-Seok
    Gu, Zhaoning
    Wang, Guan
    Toh, Kar-Ann
    Lin, Zhiping
    SECOND INTERNATIONAL WORKSHOP ON PATTERN RECOGNITION, 2017, 10443
  • [2] 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
  • [3] Dynamic Hand Gesture Classification Based on Radar Micro-Doppler Signatures
    Zhang, Shimeng
    Li, Gang
    Ritchie, Matthew
    Fioranelli, Francesco
    Griffiths, Hugh
    2016 CIE INTERNATIONAL CONFERENCE ON RADAR (RADAR), 2016,
  • [4] Micro-Doppler based target classification in ground surveillance radar systems
    Amiri, Reza
    Shahzadi, Ali
    DIGITAL SIGNAL PROCESSING, 2020, 101
  • [5] Target classification based on micro-Doppler signatures
    Lei, JJ
    Lu, C
    2005 IEEE INTERNATIONAL RADAR, CONFERENCE RECORD, 2005, : 179 - 183
  • [6] An Image-based Approach for Classification of Human Micro-Doppler Radar Signatures
    Tivive, Fok Hing Chi
    Phung, Son Lam
    Bouzerdoum, Abdesselam
    ACTIVE AND PASSIVE SIGNATURES IV, 2013, 8734
  • [7] Radar target resolution based on micro-Doppler signatures
    Yuan, Xindi
    Li, Qiusheng
    MODERN COMPUTER SCIENCE AND APPLICATIONS (MCSA 2016), 2016, : 151 - 159
  • [8] 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,
  • [9] CNN Based Classification of Rigid Targets in Space Using Radar Micro-Doppler Signatures
    WANG Jun
    ZHU He
    LEI Peng
    ZHENG Tong
    GAO Fei
    Chinese Journal of Electronics, 2019, 28 (04) : 856 - 862
  • [10] CNN Based Classification of Rigid Targets in Space Using Radar Micro-Doppler Signatures
    Wang Jun
    Zhu He
    Lei Peng
    Zheng Tong
    Gao Fei
    CHINESE JOURNAL OF ELECTRONICS, 2019, 28 (04) : 856 - 862