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SMARTPHONE-BASED SENSING: LIFESTYLE AND MOBILITY DATA INTERPRETATION BY SMART CITIES

机译:基于智能手机的传感:智能城市的生活方式和移动数据解释

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The increasing demand for data and smart solutions is one of the fastest growing sectors of human activity. In recent decades smartphones and mobile phones have become a significant and stable source of data. Architects and urban planners have used them in various cases to identify urban patterns. This paper focuses on data gathered by fitness tracker applications which collect information about the movement of their users. The applications record the trajectory of the movement and detect the mode of transport. They require some basic information about the user (age. weight, height and sex) to calculate their caloric consumption. The data from activity tracking smartphone applications create a data lake that can be transformed into a new data source for the designing of healthier and more liveable cities. Combining the data layers and analysing them further could reveal properties and qualities of life in a given location that would not be apparent without processing these data. By analysing the data, we can observe the current state as well as tendencies in human behaviour over longer periods of time. Through the observation and comparison of physical activity in different urban contexts (topography, size of settlement, density of population, density of infrastructure, quality of public spaces, location, etc.), we can develop new alternatives and better knowledge of the influence the above-mentioned factors have on the life in cities. This paper describes data layer combinations that bring novel insights into the connection of physical activity and urban contexts by using data mining technology based on smartphone applications. The theoretical framework can be subsequently applied to various data sets with certain properties.
机译:对数据和智能解决方案的需求越来越大是人类活动增长最快的扇区之一。近几十年来,智能手机和手机已成为一个重要且稳定的数据来源。建筑师和城市规划者在各种案例中使用了它们以确定城市模式。本文重点介绍了健身跟踪器应用程序收集的数据,这些应用程序收集了有关用户移动的信息。应用程序记录运动的轨迹并检测运输方式。它们需要有关用户的一些基本信息(年龄。体重,身高和性别)来计算它们的热量消耗。来自活动跟踪智能手机应用程序的数据创建一个数据湖,可以转换为设计更健康和更​​居住的城市的新数据源。组合数据层并分析它们进一步可以揭示在给定位置中的生命的性质和品质,而不会在不加工这些数据的情况下显而易见的位置。通过分析数据,我们可以观察到当前状态以及人类行为的趋势在更长的时间内。通过观察和比较不同城市环境中的身体活动(地形,沉降,人口密度,基础设施密度,公共空间质量,位置等),我们可以开发新的替代品,更好地了解影响上述因素对城市的生命。本文介绍了通过使用基于智能手机应用程序的数据挖掘技术来带入物理活动和城市环境连接的新洞察的数据层组合。随后可以将理论框架应用于具有某些属性的各种数据集。

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