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Context-Aware AAL Services through a 3D Sensor-Based Platform

机译:通过基于3D传感器的平台的上下文感知AAL服务

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The main goal of Ambient Assisted Living solutions is to provide assistive technologies and services in smart environments allowing elderly people to have high quality of life. Since 3D sensing technologies are increasingly investigated as monitoring solution able to outperform traditional approaches, in this work a noninvasive monitoring platform based on 3D sensors is presented providing a wide-range solution suitable in several assisted living scenarios. Detector nodes are managed by low-power embedded PCs in order to process 3D streams and extract postural features related to person’s activities. The feature level of details is tuned in accordance with the current context in order to save bandwidth and computational resources. The platform architecture is conceived as a modular system suitable to be integrated into third-party middleware to provide monitoring functionalities in several scenarios. The event detection capabilities were validated by using both synthetic and real datasets collected in controlled and real-home environments. Results show the soundness of the presented solution to adapt to different application requirements, by correctly detecting events related to four relevant AAL services.
机译:Ambient Assisted Living解决方案的主要目标是在智能环境中提供辅助技术和服务,以使老年人拥有高质量的生活。由于越来越多的3D传感技术被用作能够胜过传统方法的监测解决方案,因此在这项工作中,提出了一种基于3D传感器的无创监测平台,提供了适用于多种辅助生活场景的广泛解决方案。检测器节点由低功耗嵌入式PC管理,以便处理3D流并提取与人的活动有关的姿势特征。为了节省带宽和计算资源,根据当前上下文调整细节的特征级别。该平台体系结构被认为是一种模块化系统,适合于集成到第三方中间件中,以在几种情况下提供监视功能。通过使用在受控和真实家庭环境中收集的合成数据集和真实数据集,验证了事件检测功能。结果表明,通过正确检测与四个相关AAL服务相关的事件,所提出的解决方案可以很好地适应不同的应用程序要求。

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