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A Dynamic Weighted Trilateration Algorithm for Indoor Localization Using Dual-Band WiFi

机译:使用双频WiFi进行室内定位的动态加权三边测量算法

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WiFi based indoor and semi-indoor localization techniques are essential components of indoor location-based services. Calibration-free techniques for WiFi signal strength based indoor localization can help make indoor localization systems scalable, cost-effective and easy to deploy. However, distance estimation errors and environmental factors affect the accuracy of non-calibration solutions like trilateration significantly, and addressing the accuracy issue is critical. To help improve accuracy, localization over dual-band WiFi (IEEE 802.11n) which uses both 2.4 GHz and 5 GHz bands is a potential alternative. This paper proposes a novel adaptive, weighted trilateration technique that uses the behavior of these two bands under different conditions. An iterative heuristic approach based on the characterization of the behavior of the bands is employed to determine the most likely position of a smart phone. Additionally optimization strategies are applied to improve the time complexity of this approach. Experiments conducted in different indoor environments show that our approach performs better than other non-calibration signal strength based approaches in terms of accuracy, and also reduces the worst case error.
机译:基于WiFi的室内和半室内定位技术是室内基于位置的服务的基本组成部分。基于WiFi信号强度的室内定位的免校准技术可以帮助使室内定位系统具有可扩展性,成本效益和易于部署的特点。但是,距离估计误差和环境因素会严重影响非校准解决方案(如三边测量)的准确性,因此解决准确性问题至关重要。为了帮助提高准确性,使用2.4 GHz和5 GHz频段的双频WiFi(IEEE 802.11n)进行本地化是一种可能的选择。本文提出了一种新颖的自适应加权三边测量技术,该技术利用了这两个频带在不同条件下的行为。采用基于频段行为特征的迭代启发式方法来确定智能手机的最可能位置。此外,还应用了优化策略来改善这种方法的时间复杂度。在不同室内环境中进行的实验表明,在准确性方面,我们的方法比其他基于非校准信号强度的方法性能更好,并且还可以减少最坏情况的误差。

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