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 …

Electronic noses: a review of signal processing techniques

EL Hines, E Llobet, JW Gardner - IEE Proceedings-Circuits, Devices and …, 1999 - IET
The field of electronic noses, electronic instruments capable of mimicking the human
olfactory system, has developed rapidly in the past ten years. There are now at least 25 …

[HTML][HTML] Gaussian ARTMAP: A neural network for fast incremental learning of noisy multidimensional maps

JR Williamson - Neural networks, 1996 - Elsevier
A new neural network architecture for incremental supervised learning of analog
multidimensional maps is introduced. The architecture, called Gaussian ARTMAP, is a …

A survey of adaptive resonance theory neural network models for engineering applications

LEB da Silva, I Elnabarawy, DC Wunsch II - Neural Networks, 2019 - Elsevier
This survey samples from the ever-growing family of adaptive resonance theory (ART)
neural network models used to perform the three primary machine learning modalities …

E-Nose and e-Tongue combination for improved recognition of fruit juice samples

Z Haddi, S Mabrouk, M Bougrini, K Tahri, K Sghaier… - Food chemistry, 2014 - Elsevier
There are many important challenges related to food security analysis by application of
chemical and electrochemical sensors. One critical parameter is the development of reliable …

Just-in-time adaptive classifiers—Part I: Detecting nonstationary changes

C Alippi, M Roveri - IEEE Transactions on Neural Networks, 2008 - ieeexplore.ieee.org
The stationarity requirement for the process generating the data is a common assumption in
classifiers' design. When such hypothesis does not hold, eg, in applications affected by …

Non-destructive banana ripeness determination using a neural network-based electronic nose

E Llobet, EL Hines, JW Gardner… - … Science and Technology, 1999 - iopscience.iop.org
An electronic nose based system, which employs an array of inexpensive commercial tin-
oxide odour sensors, has been used to analyse the state of ripeness of bananas. Readings …

Pattern recognition techniques in microarray data analysis: a survey

F Valafar - Annals of the New York Academy of Sciences, 2002 - Wiley Online Library
Recent development of technologies (eg, microarray technology) that are capable of
producing massive amounts of genetic data has highlighted the need for new pattern …

The hippocampus and cerebellum in adaptively timed learning, recognition, and movement

S Grossberg, JWL Merrill - Journal of Cognitive Neuroscience, 1996 - direct.mit.edu
The concepts of declarative memory and procedural memory have been used to distinguish
two basic types of learning. A neural network model suggests how such memory processes …

A new brain-computer interface design using fuzzy ARTMAP

R Palaniappan, R Paramesran… - … on neural systems …, 2002 - ieeexplore.ieee.org
This paper proposes a new brain-computer interface (BCI) design using fuzzy ARTMAP (FA)
neural network, as well as an application of the design. The objective of this BCI-FA design …