Design of Real-Time Acquisition and Filtering for MEMS-based Accelerometer Data in Microcontroller

Samruddhi Chikhalikar, Omkar Khandekar, C. Bhattacharya
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引用次数: 1

Abstract

Micro-electro-mechanical systems (MEMS) devices such as accelerometers, gyroscopes have now become indispensable sensors for automobile usages as well as for guidance subsystems such as inertial navigational units, etc. for aerial moving platforms. This paper presents real-time filtering of noise in the acquired acceleration data by the MEMS devices such as ADXL345. The MEMS accelerometer sensor is fitted on a motorized platform for acquiring noisy acceleration data in the x-y coordinates by running the platform on uneven surfaces. The novelty in our approach is that we have used the same microcontroller that is mounted on the motorized platform for acquiring the acceleration data as well as for filtering the noisy data in real-time. The finite impulse response (FIR) filter used for removal of noise is designed using Filter Design & Analysis (FDA) tool in MATLAB. Results of filtering noisy data in the microcontroller are matched with the results obtained by offline filtering done in MATLAB environment.
基于mems的加速度计数据实时采集与滤波的微控制器设计
微机电系统(MEMS)设备,如加速度计、陀螺仪,现在已经成为汽车使用不可或缺的传感器,以及空中移动平台的制导子系统,如惯性导航单元等。本文介绍了利用ADXL345等MEMS器件对采集的加速度数据中的噪声进行实时滤波的方法。MEMS加速度计传感器安装在一个电动平台上,通过在不平坦的表面上运行来获取x-y坐标的噪声加速度数据。我们方法的新颖之处在于,我们使用了安装在电动平台上的相同微控制器来获取加速度数据以及实时过滤噪声数据。利用MATLAB中的滤波器设计与分析(FDA)工具设计了用于去除噪声的有限脉冲响应(FIR)滤波器。在单片机中滤波噪声数据的结果与在MATLAB环境下进行脱机滤波的结果相匹配。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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