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HomeSound: A High Performance Platform for Massive Data Acquisition and Processing in Ambient Assisted Living Environments

机译:HomeSound:环境辅助生活环境中大规模数据采集和处理的高性能平台

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Human life expectancy has steadily grown over the last century, which has driven governments and institutions to increase the efforts on caring about the eldest segment of the population. The first answer to that increasing need was the building of hospitals and retirement homes, but these facilities have been rapidly overfilled and their associated maintenance costs are becoming far prohibitive. Therefore, modern trends attempt to take advantage of latest advances in technology and communications to remotely monitor those people with special needs at their own home, increasing their life quality and with much less impact on their social lives. Nonetheless, this approach still requires a considerable amount of qualified medical personnel to track every patient at any time. The purpose of this paper is to present an acoustic event detection platform for assisted living that tracks patients status by automatically identifying and analyzing the acoustic events happening in a house. Specifically, we have taken benefit of the amazing capabilities of a Jetson TK1, with its NVIDIA Graphical Processing Unit, to collect the data in the house and process it to identify a closed number of events, which could led doctors or care assistants in real-time by tracking the patient at home. This is a proof of concept conducted with data of only one acoustic sensor, but in the future we have planned to extract information of the sensor network placed in several places in the house.
机译:人类预期寿命在上个世纪稳步增长,这导致了各国政府和机构增加了关注人口最大部门的关心努力。越来越需要的第一个答案是建立医院和退休家园,但这些设施已经迅速溢出,其相关的维护成本变得远远达到巨大。因此,现代趋势试图利用技术和通信的最新进展,以远程监测在自己的家庭的特殊需要的人,提高生活质量,并对他们的社会生活的影响程度更少。尽管如此,这种方法仍然需要大量合格的医务人员随时跟踪每位患者。本文的目的是提供一种声学事件检测平台,用于通过自动识别和分析在房屋中发生的声学事件来追踪患者状态的辅助生活。具体而言,我们有利于Jetson TK1的惊人能力,其中包含其NVIDIA图形处理单元,收集房屋中的数据并处理它以确定关闭数量的事件,这可能导致医生或护理助理通过在家里跟踪患者的时间。这是一种用只有一个声学传感器进行数据进行的概念证明,但在未来我们计划提取放置在房屋的几个地方的传感器网络的信息。

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