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Evaluating Reorientation Strategies for Accelerometer Data from Smartphones for ITS Applications

机译:评估智能手机用于ITS应用的加速度计数据的重新定向策略

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Given their ubiquity and sensing capabilities, current smart-phones have been used to explore different real-life tracking and monitoring scenarios. Particularly, in the domain of Intelligent Transportation Systems (ITS), the exact orientation of the smartphone must be known to gain full advantage of the data provided by its internal accelerome-ters. Prom here, rich contextual information could be inferred. Nonetheless, in real-life scenarios, smartphones are freely placed within vehicles, so a reorientation strategy needs to be applied. The usage of several algorithms to reorient acceleration readings has been mentioned for ITS applications, but very little evaluation of their efficacy has been performed. In this work, we study the effectiveness of four algorithms for vertical reorientation, and two for triaxial reorientation of acceleration readings. Results suggest that all methods for the vertical case are equivalent, however, in the case where triaxial reorientation is needed, current strategies are far from acceptable results. We expect these findings could promote further research to alleviate these issues.
机译:鉴于其无处不在和感应功能,当前的智能手机已被用于探索不同的现实生活中的跟踪和监视方案。特别是在智能交通系统(ITS)领域,必须了解智能手机的确切方向,才能充分利用其内部加速度计提供的数据。舞会在这里,可以推断出丰富的上下文信息。尽管如此,在现实生活中,智能手机可自由放置在车辆中,因此需要应用重新定位策略。对于ITS应用,已经提到了使用几种算法来重新定向加速度读数,但是很少对其效果进行评估。在这项工作中,我们研究了四种用于垂直重新定向的算法的有效性,以及两种用于加速度读数的三轴重新定向的有效性。结果表明,垂直情况下的所有方法都是等效的,但是,在需要三轴重新定向的情况下,当前的策略远未达到可接受的结果。我们希望这些发现可以促进进一步的研究以减轻这些问题。

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