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Evaluation and environmental correction of ambient CO2 measurements from a low-cost NDIR sensor

机译:低成本NDIR传感器的环境CO2测量的评价与环境校正

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摘要

Non-dispersive infrared (NDIR) sensors are a low-cost way to observe carbon dioxide concentrations in air, but their specified accuracy and precision are not sufficient for some scientific applications. An initial evaluation of six SenseAir K30 carbon dioxide NDIR sensors in a lab setting showed that without any calibration or correction, the sensors have an individual root mean square error (RMSE) between similar to 5 and 21 parts per million (ppm) compared to a research-grade greenhouse gas analyzer using cavity enhanced laser absorption spectroscopy. Through further evaluation, after correcting for environmental variables with coefficients determined through a multivariate linear regression analysis, the calculated difference between the each of six individual K30 NDIR sensors and the higher-precision instrument had an RMSE of between 1.7 and 4.3 ppm for 1 min data. The median RMSE improved from 9.6 for off-the-shelf sensors to 1.9 ppm after correction and calibration, demonstrating the potential to provide useful information for ambient air monitoring.
机译:非分散红外线(NDIR)传感器是观察空气中的二氧化碳浓度的低成本方法,但它们的特定精度和精度不足以适用于某些科学应用。 LAB设置中六个SenseAir K30二氧化碳NDIR传感器的初步评估显示,没有任何校准或校正,与A相比,传感器在类似于5和21份(PPM)之间的单个均均线误差(RMSE)。研究级温室气体分析仪使用腔增强的激光吸收光谱。通过进一步评估,在通过多变量线性回归分析确定系数的环境变量之后,六个单独的K30 NDIR传感器中的每一个与高精度仪器之间的计算差异为1.7和4.3ppm的1分钟数据。在校正和校准后,中位数RMSE从9.6到1.9ppm的1.9 ppm,展示了为环境空气监测提供有用信息的潜力。

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