一个强大的毫米波雷达框架,用于精确的人口计数和运动分类
Nuobei Zhang1, Haoxuan Li1, Adnan Zahid1
1School of Engineering and Physical Sciences, Heriot Watt University, Edinburgh EH14 4AS, UK.
Sensors (Basel, Switzerland)
|February 27, 2026
概括
这项研究引入了一种保护隐私的毫米波 (mmWave) 雷达系统,用于精确的人口计数和占用监控. 该系统使用深度学习来实现高精度,为智能城市提供可靠的解决方案.
科学领域:
- 工程 工程师 工程师 工程师
- 计算机科学 计算机科学
- 人工智能的人工智能
背景情况:
- 传统的人口计数方法 (摄像头,红外线) 面临隐私,照明和稳固性问题.
- 智能建筑管理和智能城市应用需要可靠的占用监控.
- 毫米波 (mmWave) 雷达为室内传感提供了一种保护隐私的替代方案.
研究的目的:
- 开发和评估一个新的60 GHz毫米波雷达系统,用于准确和保护隐私的人员计数.
- 解决现有的占用监控技术的局限性.
- 为智能室内环境提供强大的解决方案.
主要方法:
- 使用60 GHz毫米波雷达来捕获回声信号.
- 将信号处理成多普勒和范围光谱图.
- 采用了增强的ResNet-50深度学习模型来进行运动状态分类和人数计数.
主要成果:
- 在分类6种不同的运动状态时,获得了95.45%的准确性.
- 在人数计数 (0-3人) 方面显示了98.86%的准确性.
- 在有限的数据和对高斯模糊的强度方面表现出适应能力.
结论:
- 毫米波雷达系统提供了一种高效可靠的隐私保护占用监控方法.
- 增强的ResNet-50模型有效地分析雷达数据,以准确计算人员数量.
- 这项技术为需要室内监控的智能城市应用提供了有前途的解决方案.
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