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

机译:WiFi指纹的室内定位是多么可行的内部监控?

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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:本文的主要目标是获得研究问题的答案:使用用于家庭内部监控的WiFi指纹的室内定位方法是可行的吗?这个问题在诸如老化或远程医疗保健等领域具有高度相关的,持续监测至关重要。为了回答这个问题,已经在七种不同的真实场景中进行了使用专家系统和机器学习技术的详尽实验。结果表明,在最佳案例中估计他/她家中的人的位置的成功率为96%,七个学习情景中平均为89%。基于WiFi的内部监控地点提供了用户家中的精确位置,即使没有自己的WiFi接入点,它也足够强大地工作,这反过来是一个非常实惠的在家中监控问题的解决方案。

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