复杂场景下基于稀疏表示的多目标生命体征估计

王洪雁; 马嘉康; 黄梓峰

doi:10.11959/j.issn.1000-436x.2024130

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复杂场景下基于稀疏表示的多目标生命体征估计

学术通信 | 更新时间：2024-08-09

- 复杂场景下基于稀疏表示的多目标生命体征估计
- Multi-target vital sign estimation based on sparse representation under complex scenes
- 通信学报 2024年45卷第7期页码：223-234
- 作者机构：
  
  1.浙江理工大学计算机与科学技术学院，浙江杭州 310018
  2.浙江理工大学信息科学与工程学院，浙江杭州 310018
- 作者简介：
  
  [ "王洪雁（1979- ），男，河南南阳人，博士，浙江理工大学特聘教授，主要研究方向为雷达信号处理、机器视觉、机器学习等。" ]
  [ "马嘉康（1999- ），男，浙江杭州人，浙江理工大学硕士生，主要研究方向为阵列信号处理、人体感知等。" ]
  [ "黄梓峰（1998- ），男，广东湛江人，浙江理工大学硕士生，主要研究方向为自动驾驶、深度学习等。" ]
- 基金信息：
  
  国家自然科学基金资助项目;The National Natural Science Foundation of China(61871164);浙江省自然科学基金重点资助项目;The Key Projects of Natural Science Foundation of Zhejiang Province(LZ21F010002);电子信息系统复杂电磁环境效应国家重点实验室基金资助项目(CEMEE2023K0301)
- DOI：10.11959/j.issn.1000-436x.2024130
  中图分类号： TN92
- 收稿日期：2024-02-16，
  
  修回日期：2024-06-12，
  
  纸质出版日期：2024-07-25
- 稿件说明：
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王洪雁,马嘉康,黄梓峰.复杂场景下基于稀疏表示的多目标生命体征估计[J].通信学报,2024,45(07):223-234.

WANG Hongyan,MA Jiakang,HUANG Zifeng.Multi-target vital sign estimation based on sparse representation under complex scenes[J].Journal on Communications,2024,45(07):223-234.
王洪雁,马嘉康,黄梓峰.复杂场景下基于稀疏表示的多目标生命体征估计[J].通信学报,2024,45(07):223-234. DOI： 10.11959/j.issn.1000-436x.2024130.

WANG Hongyan,MA Jiakang,HUANG Zifeng.Multi-target vital sign estimation based on sparse representation under complex scenes[J].Journal on Communications,2024,45(07):223-234. DOI： 10.11959/j.issn.1000-436x.2024130.

摘要

针对复杂室内场景下毫米波雷达难以对多个运动目标生命体征精确估计的问题，提出了一种复杂场景下基于稀疏表示的多目标生命体征估计方法。首先对回波数据进行预处理以获得目标场景点云；然后构建动态杂波抑制模型以滤除动态干扰；接着关联多目标数据并基于扩展卡尔曼滤波实现多目标跟踪进而提取多动目标胸腔相位信息；随后基于呼吸心跳的频域稀疏特性，提出数据驱动的自适应字典构建方法以实现呼吸心跳信号的有效分离；最后基于稀疏重构方法获得高精度的多目标生命体征估计。实际场景下大量测试结果表明，相较于现有主流生命体征估计方法，所提方法可实现复杂动态杂波场景下多目标生命体征的有效感知。

Abstract

Focusing on the issue that millimeter-wave radar was difficult to accurately estimate the vital signs of multiple moving targets in complex indoor scenes

a multi-target vital sign estimation method based on sparse representation under complex scenes was proposed. Firstly

the echo data was preprocessed to acquire the point clouds of target and background. After that

a dynamic clutter suppression model was constructed to filter out the dynamic interference. In what follows

the echo data was assigned to the corresponding target

and multi-target tracking could be achieved by exploiting the extended Kalman filter to extract the phase information of the chests of the multi-moving targets. Subsequently

with the sparsity of respiratory and heartbeat signals in the frequency domain

a data-driven adaptive dictionary construction method was proposed to effectively separate respiratory and heartbeat signals. Finally

high precision multi-target vital signs estimation could be achieved by using the sparse reconstruction method. Amount of experimental results in the actual scenes show that the proposed method can effectively perceive the vital signs of multi-target in complex dynamic clutter scenes as compared to the state-of-the-art vital sign estimation methods.

关键词

Keywords

references

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