• 제목/요약/키워드: Motion Recognition using Micro-Doppler Signature

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연합 학습 기반 분산 FMCW MIMO Radar를 활용한 모션 인식 알고리즘 개발 및 성능 분석 (Development of Federated Learning based Motion Recognition Algorithm using Distributed FMCW MIMO Radars)

  • 강종성;이승호;이정한;양윤지;박재현
    • 대한임베디드공학회논문지
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    • 제17권3호
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    • pp.139-148
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    • 2022
  • In this paper, we implement a distributed FMCW MIMO radar system to obtain Micro Doppler signatures of target motions. In addition, we also develop federated learning based motion recognition algorithm based on the Micro-Doppler radar signature collected by the implemented FMCW MIMO radar system. Through the experiment, we have verified that the proposed federated learning based algorithm can improve the motion recognition accuracy up to 90%.