论文标题

RF感应以连续监测家庭消费者应用的人类活动

RF Sensing for Continuous Monitoring of Human Activities for Home Consumer Applications

论文作者

Amin, Moeness G., Ravisankar, Arun, Guendel, Ronny G.

论文摘要

用于室内监测的雷达是研发的新兴领域,涵盖和支持智能家居,辅助生活和医疗诊断的不同健康和福祉应用。我们报告了用于家庭监控应用程序的成功的RF传感系统。该系统识别日常生活的活动(ADL),并使用数据处理和培训算法检测独特的运动特征。我们还研究了不断监视各种人类活动的挑战,这些活动可以归类为翻译动作(主动模式)和就地运动(静止模式)。我们使用范围多普勒雷达提供的范围图来获得这两个类别之间的过渡时间,分别以变化和恒定范围值为特征。这是使用rapontrans在范围映射图像中识别不同斜率的直线来实现的。在现场运动时间间隔内,活动的范围微不足道或可忽略不计的范围,雷达返回微型多普勒签名的功率阈值,用于定义具有微不足道或可忽略不计的范围的单个活动的时间跨度。找到不同动作的过渡时间和时间跨度会导致分类的改进,因为它避免了随着时间的推移而付出的决定,涵盖了混合活动。

Radar for indoor monitoring is an emerging area of research and development, covering and supporting different health and wellbeing applications of smart homes, assisted living, and medical diagnosis. We report on a successful RF sensing system for home monitoring applications. The system recognizes Activities of Daily Living(ADL) and detects unique motion characteristics, using data processing and training algorithms. We also examine the challenges of continuously monitoring various human activities which can be categorized into translation motions (active mode) and in-place motions (resting mode). We use the range-map, offered by a range-Doppler radar, to obtain the transition time between these two categories, characterized by changing and constant range values, respectively. This is achieved using the Radon transform that identifies straight lines of different slopes in the range-map image. Over the in-place motion time intervals, where activities have insignificant or negligible range swath, power threshold of the radar return micro-Doppler signatures,which is employed to define the time-spans of individual activities with insignificant or negligible range swath. Finding both the transition times and the time-spans of the different motions leads to improved classifications, as it avoids decisions rendered over time windows covering mixed activities.

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