2009
DOI: 10.3390/s90301678
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Least Square Regression Method for Estimating Gas Concentration in an Electronic Nose System

Abstract: We describe an Electronic Nose (ENose) system which is able to identify the type of analyte and to estimate its concentration. The system consists of seven sensors, five of them being gas sensors (supplied with different heater voltage values), the remainder being a temperature and a humidity sensor, respectively. To identify a new analyte sample and then to estimate its concentration, we use both some machine learning techniques and the least square regression principle. In fact, we apply two different traini… Show more

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Cited by 42 publications
(21 citation statements)
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“…To overcome this problem, alcohol gas sensors were used to measure the ethanol concentration in the gas phase instantaneously. Alcohol gas sensors, or more generally volatile organic compound gas sensors, are used in many applications including vehicle and semiconductor industries, organic vapor detectors/alarms, air/food quality control, security, and as electronic noses to identify gases and their concentrations . Also, alcohol gas sensors offer many useful features, such as high sensitivity, long life, miniature size, low cost, easy construction for the drive circuit, and good repeatability.…”
Section: Methodsmentioning
confidence: 99%
“…To overcome this problem, alcohol gas sensors were used to measure the ethanol concentration in the gas phase instantaneously. Alcohol gas sensors, or more generally volatile organic compound gas sensors, are used in many applications including vehicle and semiconductor industries, organic vapor detectors/alarms, air/food quality control, security, and as electronic noses to identify gases and their concentrations . Also, alcohol gas sensors offer many useful features, such as high sensitivity, long life, miniature size, low cost, easy construction for the drive circuit, and good repeatability.…”
Section: Methodsmentioning
confidence: 99%
“…Applications of such sensors were obtained in sectors shown in Tab.1, in particular of environmental and industrial monitoring and for the control of Indoor comfort parameters [27,30].…”
Section: Discussionmentioning
confidence: 99%
“…It combines the new instrumentation and the engineering knowledge with chemistry and medicine, and it is the attainment of a diagnostic monitoring for human diseases [12][13][14][15][16][17][18][19][20][21][22][23][24][25][26].…”
Section: Introductionmentioning
confidence: 99%
“…In terms of its real-world application, the calorimetric-sensor-based system, it is therefore limited to the specific applications; however, with the development of electrochemical sensors and IT (both hardware and software), electronic systems became more intelligent and portable [10,11]. Due to these technological developments, an increasingly diverse array of e-nose applications continues to gradually emerge and includes medical check-ups [12], pollution and gas leak searches [13], environmental protection [14], and cosmetics industry [4,15,16].…”
Section: Introductionmentioning
confidence: 99%