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author:

Lin, X. (Lin, X..) [1] | Xu, Z. (Xu, Z..) [2] | Chen, Z. (Chen, Z..) [3]

Indexed by:

CPCI-S

Abstract:

To enhance the application of deep learning networks in recognizing multi-target human actions, this paper prposes an innovative multi-target separation algorithm utilizing Range-Doppler Maps (RDMs). The algorithm translates Frequency Modulated Continuous Wave (FMCW) radar data into visual Ms and employs a threshold-based method to distinguish targets across successive frames, with the frame count optimized according to the modal value. By projecting the M onto the velocity axis and aggregating column-wise data incrementally, a micro-Doppler Map (mDM) is constructed. Experiments verify the algorithm's effectiveness with minimal impact on recognition accuracy, highlighted by an average Intersection over Union (IoU) score of 92.53%.

Keyword:

FMCW radar micro-Doppler feature multi-target separation Range-Doppler Map

Community:

  • [ 1 ] [Lin, X.]Fuzhou Univ, Coll Phys Informat Engn, Fuzhou, Peoples R China
  • [ 2 ] [Xu, Z.]Fuzhou Univ, Coll Phys Informat Engn, Fuzhou, Peoples R China
  • [ 3 ] [Chen, Z.]Fuzhou Univ, Coll Phys Informat Engn, Fuzhou, Peoples R China
  • [ 4 ] [Chen, Z.]Dalhousie Univ, Dept Elect & Comp Engn, Halifax, NS, Canada

Reprint 's Address:

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    [Xu, Z.]Fuzhou Univ, Coll Phys Informat Engn, Fuzhou, Peoples R China

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Source :

2024 CROSS STRAIT RADIO SCIENCE AND WIRELESS TECHNOLOGY CONFERENCE, CSRSWTC 2024

ISSN: 2378-1297

Year: 2024

Page: 376-378

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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