An interactive software tool for gas identification

Djelouat, Hamza, Ait Si Ali, Amine, Amira, Abbes and Bensaali, Faycal (2017) An interactive software tool for gas identification. Journal of Natural Gas Science and Engineering. ISSN 1875-5100 (In Press)

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Official URL: https://doi.org/10.1016/j.jngse.2017.08.030

Abstract

This paper presents the design of an interactive graphical user interface (GUI) to monitor and quantify a developed electronic nose (EN) platform for gas identification. To this end, an EN system has been implemented using a multi-sensing embedded platform comprised of a data acquisition unit, an RFID module and a signal processing unit. The gas data are collected using two different types of gas sensors, namely, seven commercial Figaro sensors and in-house fabricated 4×4 tin-oxide gas array sensor. The collected gas data are processed for identification by means of dimensionality reduction algorithms and classification techniques where the software implementation and the quantification of these algorithms have been carried out. Subsequently, the GUI was designed to enable several operations. The GUI allows the user to visualize the sensors responses for any selected gas at any point of the acquisition process as well as visualizing the data distribution. Beside, it provides an easy approach to evaluate the EN system performance in terms of data identification and execution time by computing the classification accuracy using a 10-fold cross validation technique. Furthermore, the GUI, which is freely distributed, grants the users the privilege to upload other types of data to enable different pattern recognition applications.

Item Type: Article
Subjects: G400 Computer Science
G700 Artificial Intelligence
H600 Electronic and Electrical Engineering
Department: Faculties > Engineering and Environment > Computer and Information Sciences
Depositing User: Amine Ait Si ali
Date Deposited: 12 Sep 2017 14:25
Last Modified: 12 Sep 2017 14:31
URI: http://nrl.northumbria.ac.uk/id/eprint/31812

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