MATLAB-Based Real-Time Data Acquisition Tool for Multimodal Biofeedback and Arduino-Based Instruments: Arduino Firmata Data Acquisition (AfDaq)

Kulbhushan Chand, A. Khosla
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引用次数: 1

Abstract

AfDaq is an open-source, plug and play, MATLAB based tool that offers the capabilities of multi-channel real-time data acquisition, visualization, manipulation, and local saving of data for offline analysis. The MATLAB Arduino package suffers from serious timing jitter during real-time data acquisition. This timing jitter associated with four main commands (Analog Read, Digital Read, Digital Write and PWM Set) available in MATLAB Arduino package is statistically analyzed and a simple post-hoc timing jitter correction mechanism is proposed to acquire data points with high timing accuracy. The benchmark of the final program is conducted at various sampling rates for multichannel acquisition with 10 Hz comes as the maximum sampling rate for 5 channel recording. In the end, a use case of the developed tool for physiological data acquisition in multimodal biofeedback is presented. The software tool, data, and analysis scripts that support the findings of this study are released as an open-source project to support the replicability and reproducibility of the research.
基于matlab的多模态生物反馈实时数据采集工具和基于Arduino的仪器:Arduino Firmata数据采集(AfDaq)
AfDaq是一个开源,即插即用,基于MATLAB的工具,提供多通道实时数据采集,可视化,操作和本地保存数据以进行离线分析的功能。MATLAB Arduino包在实时数据采集过程中存在严重的时序抖动。统计分析了MATLAB Arduino包中四个主要命令(Analog Read, Digital Read, Digital Write和PWM Set)的时序抖动,并提出了一种简单的事后时序抖动校正机制,以获得具有高时序精度的数据点。最终程序的基准测试以不同的采样率进行多通道采集,10 Hz作为5通道记录的最大采样率。最后,给出了该工具在多模态生物反馈中生理数据采集的用例。支持本研究结果的软件工具、数据和分析脚本作为开源项目发布,以支持研究的可复制性和可再现性。
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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