利用鲁棒回归降低MEMS传感器阵列固有可变性

Tushar Gawande, R. Deshmukh, Rajendra Patrika, S. Deshmukh
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引用次数: 2

摘要

气体传感器阵列已被证明是一种有效且低成本的解决方案,用于大面积测量污染物,其中它们可以以网络网格的形式部署。然而,当使用多个相同的传感器阵列时,需要在部署之前解决与这些传感器阵列相关的传感器阵列固有的可变性。在目前的工作中,基于MEMS的气体传感器被用于形成三个相同的气体传感器阵列。在三个传感器阵列中,一个被确定为主传感器阵列,另外两个被确定为从传感器阵列。使用估计器建立了一个稳健的回归模型,以映射使用不同乙醇浓度的从机到主机的响应。本文给出了实验结果。
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Inherent MEMS sensor array variability reduction using robust regression
Gas sensor arrays have proven to be an effective and low-cost solution for measurement of pollutants in large area wherein they can be deployed in the form of network mesh. However, while using multiple identical sensor arrays, the inherent sensor array variability associated with these sensor array needs to be tackled prior to its deployment. In the present work MEMS based gas sensors are used to form three identical gas sensor arrays. Out of the three sensor arrays one was identified as master sensor array and other two as slave sensor arrays. Mestimators were used to develop a robust regression model to map the responses of slave onto master using various ethanol concentrations. The results of the same are presented in this paper.
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