论文标题

使用移动设备传感器教学学生错误分析

Using mobile-device sensors to teach students error analysis

论文作者

Monteiro, Martin, Stari, Cecilia, Cabeza, Cecilia, Marti, Arturo C.

论文摘要

科学专业的学生必须处理所有物理测量所固有的错误,并意识到需要将其视为最佳估计和一系列不确定性。错误通常被归类为统计或系统。尽管通常在科学研究的头几年中处理统计错误,但典型的方法是基于手动执行重复观察的。我们的工作提出了一组实验室实验,以根据许多移动设备中可用的传感器记录的数据来教授错误和不确定性。所解决的主要方面是平均值和标准偏差的物理含义,以及直方图和分布的解释。对波动的正态性进行定性分析,以正常的曲线进行定性比较直方图,并定量比较根据正态分布预期的观测值与预期的数量进行比较,并进行了卡方检验。我们表明,分布通常遵循正态分布,但是,当传感器放置在扬声器的顶部时,观察到纯音调与正态分布显着差异。作为对每天情况的应用,我们讨论了在不同情况下波动的强度,例如将设备放在桌子上或用不同的方式握住它。其他活动的重点是根据加速度计注册的波动来量化道路的平稳性。本提案有助于深入了解现代技术和统计错误,最后激发和鼓励工程和科学专业的学生。

Science students must deal with the errors inherent to all physical measurements and be conscious of the need to expressvthem as a best estimate and a range of uncertainty. Errors are routinely classified as statistical or systematic. Although statistical errors are usually dealt with in the first years of science studies, the typical approaches are based on manually performing repetitive observations. Our work proposes a set of laboratory experiments to teach error and uncertainties based on data recorded with the sensors available in many mobile devices. The main aspects addressed are the physical meaning of the mean value and standard deviation, and the interpretation of histograms and distributions. The normality of the fluctuations is analyzed qualitatively comparing histograms with normal curves and quantitatively comparing the number of observations in intervals to the number expected according to a normal distribution and also performing a Chi-squared test. We show that the distribution usually follows a normal distribution, however, when the sensor is placed on top of a loudspeaker playing a pure tone significant differences with a normal distribution are observed. As applications to every day situations we discuss the intensity of the fluctuations in different situations, such as placing the device on a table or holding it with the hands in different ways. Other activities are focused on the smoothness of a road quantified in terms of the fluctuations registered by the accelerometer. The present proposal contributes to gaining a deep insight into modern technologies and statistical errors and, finally, motivating and encouraging engineering and science students.

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