Individualized Calibration of Industrial-Grade Gas Sensors in Air Quality Sensing System

Xinyu Liu, Xiangxiang Xu, Xinlei Chen, Enhan Mai, H. Noh, Pei Zhang, Lin Zhang
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引用次数: 8

Abstract

Low-cost sensors are widely used to realize large-scale deployment for sensing systems. In this paper, we discuss challenges in using industrial-grade gas sensors for air quality monitoring. To overcome variation due to system errors, we present a framework for individualized calibration. Within the framework, multiple regression and interpolation methods are prepared for alternative optimization on fitting sensors' response to gas concentration.
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空气质量传感系统中工业级气体传感器的个性化校准
低成本传感器被广泛用于实现传感系统的大规模部署。在本文中,我们讨论了使用工业级气体传感器进行空气质量监测的挑战。为了克服由于系统误差引起的变化,我们提出了一种个性化校准框架。在此框架下,准备了多元回归和插值方法,对传感器对气体浓度的响应进行备选优化。
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