1. 周口师范学院网络工程学院
2. 大连大学信息工程学院
3. 浙江理工大学计算机科学与技术学院
纸质出版:2025
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刘琳琳, 左家永, 王洪雁. 基于微多普勒效应的人体身份深度识别方法[J]. 传感器与微系统, 2025,(1):146-151.
刘琳琳, 左家永, 王洪雁. 基于微多普勒效应的人体身份深度识别方法[J]. 传感器与微系统, 2025,(1):146-151. DOI: 10.13873/J.1000-9787(2025)01-0146-06.
针对现有基于整体或者局部微多普勒(m-D)相关特征的身份识别模型存在的识别性能有限的问题,本文提出基于双流网络深度融合整体及局部m-D特征的识别模型。首先,基于Boulic模型构造贴近实际场景的体态及运动姿态模型;其次,基于连续波雷达构造回波模型,以获得m-D信号;此外,将全局m-D图(GMD)变换为梅尔倒谱(MC)以增强全局特征,利用分量分离技术抑制躯干对肢体m-D图的干扰;最后,基于双流网络融合所得增强全局及局部特征以获得高可分特征,进而实现人体身份有效识别。实验结果表明,相较于主流识别算法,所提模型可显著改善身份识别性能。
Abdullah K. Alhazmi,Mubarak A. Alanazi,Awwad H. Alshehry,Saleh M. Alshahry,Jennifer Jaszek,Cameron Djukic,Anna Brown,Kurt Jackson,Vamsy P. Chodavarapu.Intelligent Millimeter-Wave System for Human Activity Monitoring for Telemedicine[J].Sensors,2024.
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袁新芳,陈平,吴泱序.基于毫米波MIMO雷达的人体生命体征检测方法[J].传感器与微系统,2023(09).
吴志军,韦金宜,黄李波,白傑.基于调频连续波雷达的多目标生命体征实时检测[J].传感器与微系统,2021(03).
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