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How Feasible Is WiFi Fingerprint-Based Indoor Positioning for In-Home Monitoring?

机译:基于WiFi指纹的室内定位在家庭监控中的可行性如何?

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The main objective of this paper is to obtain an answer to the research question: Is it feasible to use a WiFi fingerprint-based indoor localization method for in-home monitoring? This question is highly relevant in fields such as Aging in Place or remote healthcare where continuous monitoring is essential. To answer this question, exhaustive experiments using expert systems and machine learning techniques have been performed in seven different real scenarios. The results showed success rate of 96% in estimating the location of a person inside his/her home in the best case, and an average of 89% in the seven studied scenarios. WiFi fingerprint-based location for in-home monitoring provides a precise location inside user's home, and it is robust enough to work even without an own WiFi access point, which in turn means a very affordable solution for in-home monitoring problems.
机译:本文的主要目的是要获得研究问题的答案:将基于WiFi指纹的室内定位方法用于家庭监控是否可行?这个问题在需要持续监控的领域中非常重要,例如就地老化或远程医疗。为了回答这个问题,已经在七个不同的真实场景中使用专家系统和机器学习技术进行了详尽的实验。结果显示,在最佳情况下,估计一个人在其房屋内的位置的成功率为96%,在七个研究场景中,平均成功率为89%。基于WiFi指纹的家庭监控位置可在用户家中提供精确的位置,即使没有自己的WiFi接入点,它也足够强大,可以正常工作,这反过来又意味着对于家庭监控问题而言,这是一种非常实惠的解决方案。

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