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The shakedown: developing an indoor-localization system for quantifying toilet usage in offices

机译:Shakedown:开发一个室内定位系统,用于在办公室中量化厕所

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The design of sanitary facilities in Australia is subject to regulations prescribing minimum provision. In commercial office buildings, this is tied to male and female employee numbers. These requirements are derived from mathematical models, using queuing theory. Evidence of inadequate sanitary provision in numerous contexts points to the necessity to refresh the data, and thinking, that underpins these regulations. Collecting empirical data on human occupancy in sanitary facilities using data science methods is a new way to achieve this and support a shift towards the evidence-based design of sanitary spaces. Accordingly, this article outlines the development and implementation of a novel, privacy-preserving, indoor localization system (ILS) that combines sensors and machine learning to collect and analyse toilet usage data in an office. By evaluating the system's capacity to identify occupancy patterns this research contributes to scholarship on ILS methods as well as a valuable data-set on Australian toilet usage.
机译:澳大利亚卫生设施的设计受规定规定的最低规定。在商业办公楼,这与男性和女性员工编号联系在一起。这些要求源自数学模型,使用排队理论。许多背景下卫生条款不足的证据指出,刷新数据和思维的必要性,这条例是依据这些规定。利用数据科学方法收集卫生设施中人类占用的经验数据是实现这一目标的新方法,并支持转向卫生空间的证据设计。因此,本文概述了新颖,隐私保留,室内本地化系统(ILS)的开发和实施,该系统将传感器和机器学习结合在办公室中收集和分析卫生间使用量。通过评估系统识别占用模式的能力,这项研究有助于ILS方法的奖学金以及澳大利亚厕所使用的有价值的数据集。

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