Journal of sensors and sensor systems · 2015 · 23 citations · 14 references
EngineeringChemical EngineeringChemistryAnalytical ChemistryBiosensorsSensorsCarbon MonoxideChemical Hazard AssessmentChemical SafetyChemical SensorsGas SensorsSensor DiagnosticsCarbon Monoxide DetectionCarbon Monoxide SensorsGas SensingLinear Discriminant AnalysisMetal Oxide Gas SensorsNormalizationToxic Gas DetectionToxic Substance Detection
Abstract. In this paper we study the effect of hexamethyldisiloxane (HMDSO) vapor on an SnO2-based gas sensor (GGS 1330, UST Umweltsensortechnik GmbH, Geschwenda, Germany) in a temperature cycled operation (TCO). We show that HMDSO poisoning can be quantified at early stages (85 to 340 ppm × min) with a resolution of ±85 ppm × min using TCO. This novel approach for sensor self-monitoring provides a simple method for early detection of HMDSO poisoning. It is thereby possible to detect poisoning before the sensor function is strongly impaired. In this paper we show that by using an appropriate normalization of the sensor data, the stability of gas discrimination by linear discriminant analysis (LDA) can be improved, which in turn facilitates a more accurate determination of the poisoning state by a hierarchical LDA discrimination. For a specific temperature cycle and feature extraction approach, we show that identification of ethanol and carbon monoxide is still possible after poisoning with 900 ppm × min HMDSO, i.e. a HMDSO poisoning dose more than twice as high as required by DIN EN 50194-1.
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Selectivity in semiconductor gas sensors
S. Roy Morrison · Sensors and Actuators · 1987 · 573 citations
S. Roy Morrison · Sensors and Actuators · 1981 · 530 citations
Temperature modulation in semiconductor gas sensing
Anna Lee · Sensors and Actuators B Chemical · 1999 · 480 citations · Full text