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A Low-Cost Calibration Method for Low-Cost MEMS Accelerometers Based on 3D Printing

机译:基于3D打印的低成本MEMS加速度计的低成本校准方法

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摘要

A ubiquitous sensor in embedded systems is the accelerometer, as it enables a range of applications. However, accelerometers experience nonlinearities in their outputs caused by error terms and axes misalignment. These errors are a major concern because, in applications such as navigations systems, they accumulate over time, degrading the position accuracy. Through a calibration procedure, the errors can be modeled and compensated. Many methods have been proposed; however, they require sophisticated equipment available only in laboratories, which makes them complex and expensive. In this article, a simple, practical, and low-cost calibration method is proposed. It uses a 3D printed polyhedron, benefiting from the popularisation and low-cost of 3D printing in the present day. Additionally, each polyhedron could hold as much as 14 sensors, which can be calibrated simultaneously. The method was performed with a low-cost sensor and it significantly reduced the root-mean-square error (RMSE) of the sensor output. The RMSE was compared with the reported in similar proposals, and our method resulted in higher performance. The proposal enables accelerometer calibration at low-cost, and anywhere and anytime, not only by experts in laboratories. Compensating the sensor’s inherent errors thus increases the accuracy of its output.
机译:嵌入式系统中的无处不在的传感器是加速度计,因为它可以实现一系列应用。然而,加速度计在误差术语和轴未对准引起的输出中体验非线性。这些错误是一个主要问题,因为,在导航系统等应用中,它们随着时间的推移,降低位置准确性。通过校准程序,可以进行建模和补偿误差。已经提出了许多方法;然而,它们需要在实验室中提供的复杂设备,这使得它们复杂且昂贵。在本文中,提出了一种简单,实用和低成本的校准方法。它使用3D印刷的多面体,从当前的3D打印中受益于普及和低成本。另外,每个多面体可以保持多达14个传感器,可以同时校准。使用低成本传感器进行该方法,它显着降低了传感器输出的根均方误差(RMSE)。将RMSE与在类似提案中的报告进行比较,我们的方法导致了更高的性能。该提案使得加速度计校准在低成本,以及任何地方,不仅由实验室的专家。补偿传感器的固有误差因此增加了其输出的准确性。

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