Opportunities and challenges in multi-modal sensing for regular lifestyle tracking

Sougata Sen
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Abstract

With the availability of various publicly available and personal sensors, recording and profiling of activities of daily living (ADL) is becoming a reality. The sensors are omnipresent - in smartphones, smartwatches, and smartglasses and even in the environment around us in the form of peer smartphones or even infrastructure sensors such as bluetooth low energy beacons. However, there are various challenges pertaining to the sensor data processing, which makes creation of activities of daily life tracker challenging. In this work, we discuss about some of these challenges. We also discuss about some ADL tracking systems that we have developed and how we have addressed some of the challenges in building these systems. We further discuss about how various ADL trackers can be combined into a framework which can allow individuals to select a custom set of ADLs for self-tracking.
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多模态传感用于日常生活方式跟踪的机遇与挑战
随着各种公共和个人传感器的可用性,记录和分析日常生活活动(ADL)正在成为现实。传感器无处不在——在智能手机、智能手表和智能眼镜中,甚至在我们周围的环境中,以智能手机的形式,甚至是蓝牙低能量信标等基础设施传感器。然而,在传感器数据处理方面存在各种挑战,这使得日常生活跟踪器活动的创建具有挑战性。在本文中,我们将讨论其中的一些挑战。我们还讨论了我们开发的一些ADL跟踪系统,以及我们如何解决构建这些系统的一些挑战。我们进一步讨论了如何将各种ADL跟踪器组合成一个框架,允许个人选择一组自定义ADL进行自我跟踪。
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