Gas Prediction Method Based on Dynamic Response Analysis of Metal Oxide Sensors Under Temperature Modulation | IEEE Conference Publication | IEEE Xplore

Gas Prediction Method Based on Dynamic Response Analysis of Metal Oxide Sensors Under Temperature Modulation


Abstract:

In this study, we employed temperature modulation to address the low selectivity issue of MOX sensors towards gases. We utilized low-frequency square wave and triangle wa...Show More

Abstract:

In this study, we employed temperature modulation to address the low selectivity issue of MOX sensors towards gases. We utilized low-frequency square wave and triangle wave signals as heating voltages to classify and predict the concentrations of ethanol, methanol, MEK, and ethyl ethanoate. The results demonstrated that the proposed approach achieved a classification accuracy of 100% under both heating voltages, while the root mean square error (RMSE) for concentration prediction was 0.6928% and 0.9198%, respectively.
Published in: 2023 IEEE SENSORS
Date of Conference: 29 October 2023 - 01 November 2023
Date Added to IEEE Xplore: 28 November 2023
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Conference Location: Vienna, Austria

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