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Drift compensation of gas sensor array data by Orthogonal Signal Correction

机译:通过正交信号校正对气体传感器阵列数据进行漂移补偿

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摘要

Drift is an important issue that impairs the reliability of gas sensing systems. Sensor aging, memory effects and environmental disturbances produce shifts in sensor responses that make initial statistical models for gas or odor recognition useless after a relatively short period (typically few weeks). Frequent recalibrations are needed to preserve system accuracy. However, when recalibrations involve numerous samples they become expensive and laborious. An interesting and lower cost alternative is drift counteraction by signal processing techniques. Orthogonal Signal Correction (OSC) is proposed for drift compensation in chemical sensor arrays. The performance of OSC is also compared with Component Correction (CC). A simple classification algorithm has been employed for assessing the performance of the algorithms on a dataset composed by measurements of three analytes using an array of seventeen conductive polymer gas sensors over a ten month period.
机译:漂移是影响气体传感系统可靠性的重要问题。传感器老化,记忆效应和环境干扰会导致传感器响应发生变化,这使得在相对较短的时间段(通常为几周)后,用于气体或气味识别的初始统计模型变得无用。需要频繁的重新校准以保持系统精度。然而,当重新校准涉及大量样本时,它们变得昂贵且费力。一个有趣且低成本的选择是通过信号处理技术进行漂移抵消。提出了正交信号校正(OSC)用于化学传感器阵列中的漂移补偿。 OSC的性能也与组件校正(CC)进行了比较。已经使用一种简单的分类算法来评估该算法在数据集上的性能,该数据集是在十个月的时间内使用十七个导电聚合物气体传感器阵列对三种分析物进行测量而组成的。

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