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

机译:RF感应持续监测家庭消费者应用的人类活动

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Radar for indoor monitoring is an emerging area of research and development, covering and supporting differenthealth and wellbeing applications of smart homes, assisted living, and medical diagnosis. We report on asuccessful RF sensing system for home monitoring applications. The system recognizes Activities of DailyLiving(ADL) and detects unique motion characteristics, using data processing and training algorithms. Wealso examine the challenges of continuously monitoring various human activities which can be categorized intotranslation motions (active mode) and in-place motions (resting mode). We use the range-map, offered by arange-Doppler radar, to obtain the transition time between these two categories, characterized by changingand constant range values, respectively. This is achieved using the Radon transform that identifies straightlines of different slopes in the range-map image. Over the in-place motion time intervals, where activities haveinsignificant or negligible range swath, power threshold of the radar return micro-Doppler signatures,which isemployed to define the time-spans of individual activities with insigni cant or negligible range swath. Findingboth the transition times and the time-spans of the di erent motions leads to improved classi cations, as itavoids decisions rendered over time windows covering mixed activities.
机译:室内监测雷达是新兴的研发领域,覆盖和支持不同智能家居,辅助生活和医疗诊断的健康和福祉应用。我们报告了一个用于家庭监控应用程序的成功RF传感系统。该系统识别日常活动生活(ADL)并使用数据处理和培训算法检测独特的运动特性。我们还审查了不断监测各种人类活动的挑战,可以将其分类为翻译动作(有源模式)和就地运动(休息模式)。我们使用由A提供的范围地图范围多普勒雷达,以获得这两类之间的过渡时间,其特征在于改变和恒定范围值。这是使用氡的变换来实现的,该氡变换识别范围地图图像中的不同斜率线。在适当的运动时间间隔,活动有无关紧要或可忽略的范围,雷达的功率阈值返回微多普勒签名,即用于定义具有Insigni无法或可忽略范围的各个活动的时间跨度。发现过渡时间和DIETENT运动的时间跨度都会导致改进的类别阳离子避免渲染随着时间的推移涵盖混合活动的决策。

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