Electronic nose feature extraction methods: A review

J Yan, X Guo, S Duan, P Jia, L Wang, C Peng, S Zhang - Sensors, 2015 - mdpi.com
Many research groups in academia and industry are focusing on the performance
improvement of electronic nose (E-nose) systems mainly involving three optimizations …

Signal and data processing for machine olfaction and chemical sensing: A review

S Marco, A Gutierrez-Galvez - IEEE Sensors Journal, 2012 - ieeexplore.ieee.org
Signal and data processing are essential elements in electronic noses as well as in most
chemical sensing instruments. The multivariate responses obtained by chemical sensor …

E-nose based on a high-integrated and low-power metal oxide gas sensor array

Z Li, J Yu, D Dong, G Yao, G Wei, A He, H Wu… - Sensors and Actuators B …, 2023 - Elsevier
To improve the poor selectivity of a semiconductor gas-sensor system, an array of sensors
can be utilized. However, this increases the system's size and power consumption. To …

Data analysis for electronic nose systems

SM Scott, D James, Z Ali - Microchimica Acta, 2006 - Springer
Electronic noses (e-noses) employ an array of chemical gas sensors and have been widely
used for the analysis of volatile organic compounds. Pattern recognition provides a higher …

Higher-order chemical sensing

A Hierlemann, R Gutierrez-Osuna - Chemical reviews, 2008 - ACS Publications
Desired properties of a chemical sensor include high sensitivity, a large dynamic range, high
selectivity or specificity to a target analyte, related low cross-sensitivity to interferents, perfect …

Electronic noses and their applications for sensory and analytical measurements in the waste management plants—a review

J Jońca, M Pawnuk, A Arsen, I Sówka - Sensors, 2022 - mdpi.com
Waste management plants are one of the most important sources of odorants that may
cause odor nuisance. The monitoring of processes involved in the waste treatment and …

Drift compensation of gas sensor array data by orthogonal signal correction

M Padilla, A Perera, I Montoliu, A Chaudry… - Chemometrics and …, 2010 - Elsevier
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 …

On the study of feature extraction methods for an electronic nose

C Distante, M Leo, P Siciliano, KC Persaud - Sensors and Actuators B …, 2002 - Elsevier
In this study, we analyzed the transient of microsensors based on tin oxide sol–gel thin film.
A novel method to this research field for data analysis and discrimination among different …

Performance study of multilayer perceptrons in a low-cost electronic nose

L Zhang, F Tian - IEEE Transactions on Instrumentation and …, 2014 - ieeexplore.ieee.org
Nonselective gas sensor array has different sensitivities to different chemicals in which each
gas sensor will also produce different voltage signals when exposed to an analyte with …

Low-level detection of ethanol and H2S with temperature-modulated WO3 nanoparticle gas sensors

R Ionescu, A Hoel, CG Granqvist, E Llobet… - Sensors and Actuators B …, 2005 - Elsevier
Low-level detection of ethanol and H2S was achieved with thermally modulated WO3
nanoparticle gas sensors. Nanoparticle WO3 films, with a mean grain size of∼ 5nm and a …