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Sensors  2013 

A Compact and Low Cost Electronic Nose for Aroma Detection

DOI: 10.3390/s130505528

Keywords: electronic nose, microcontroller, neural network

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Abstract:

This article explains the development of a prototype of a portable and a very low-cost electronic nose based on an mbed microcontroller. Mbeds are a series of ARM microcontroller development boards designed for fast, flexible and rapid prototyping. The electronic nose is comprised of an mbed, an LCD display, two small pumps, two electro-valves and a sensor chamber with four TGS Figaro gas sensors. The performance of the electronic nose has been tested by measuring the ethanol content of wine synthetic matrices and special attention has been paid to the reproducibility and repeatability of the measurements taken on different days. Results show that the electronic nose with a neural network classifier is able to discriminate wine samples with 10, 12 and 14% V/V alcohol content with a classification error of less than 1%.

References

[1]  Jansen, R.; Hofstee, J.W.; Bouwmeester, H.; Henten, E.V. Automated Signal Processing Applied to Volatile-Based Inspection of Greenhouse Crops. Sensors 2010, 10, 7122–7133.
[2]  Zampolli, S.; Elmi, I.; Ahmed, F.; Passini, M.; Cardinali, G.C.; Nicoletti, S.; Dori, L. An Electronic Nose Based on Solid State Sensor Arrays for Low-Cost Indoor Air Quality Monitoring Applications. Sens. Actuators B Chem. 2004, 101, 39–46.
[3]  Cai, C.-J.; Geng, F.-H.; Tie, X.-X.; Yu, Q.; Peng, L.; Zhou, G.-Q. Characteristics of Ambient Volatile Organic Compounds (Vocs) Measured in Shanghai, China. Sensors 2010, 10, 7843–7862.
[4]  Peris, M.; Escuder-Gilabert, L. A 21st Century Technique for Food Control: Electronic Noses. Anal. Chim. Acta 2009, 638, 1–15.
[5]  Zhang, H.; Chang, M.; Wang, J.; Ye, S. Evaluation of Peach Quality Indices Using an Electronic Nose by MLR, QPST and BP Network. Sens. Actuators B Chem. 2008, 134, 332–338.
[6]  Kateb, B.; Ryan, M.A.; Homer, M.L.; Lara, L.M.; Yin, Y.; Higa, K.; Chen, M.Y. Sniffing out Cancer Using the JPL Electronic Nose: A Pilot Study of a Novel Approach to Detection and Differentiation of Brain Cancer. NeuroImage 2009, 47, T5–T9.
[7]  Tang, K.; Chiu, S.; Pan, C.; Hsieh, H.; Liang, Y.; Liu, S. Development of a Portable Electronic Nose System for the Detection and Classification of Fruity Odors. Sensors 2010, 10, 9179–9193.
[8]  R?ck, F.; Barsan, N.; Weimar, U. Electronic Nose: Current Status and Future Trends. Chem. Rev. 2008, 108, 705–725.
[9]  Rapid Prototyping for Microcontrollers. mbed. Available online: http://mbed.org/ (accessed on 23 June 2013).
[10]  Burgess, P. Review: mbed NXP LPC1768 microcontroller. Available online: http://hackaday.com/2009/11/21/review-mbed-nxp-lpc1768-microcontroller/ (accessed on 23 June 2013).
[11]  Mellis, D.A.; Banzi, M.; Cuartielles, D.; Igoe, T. Arduino: An Open Electronic Prototyping Platform. Proceedings of the 2007 Conference on Human Factors in Computing Systems, San Jose, CA, USA, 28 April–3 May 2007.
[12]  Bungo, J. Embedded Systems Programming in the Cloud: A Novel Approach for Academia. IEEE Potent. 2011, 30, 17–23.
[13]  Bin Abdullah, N.; Yaacob, S. S.; Handaga, B.; Yaacob, Y. Automation of Residential Electricity Cut off Using Network Based Embedded Controller. Proceedings of International Conference on Computer Information Science (ICCIS), Kuala Lumpur, Malaysia, 12–14 June 2012; pp. 689–693.
[14]  Aydemir, M.E.; Vivas, E.V.; Celebi, M.; Bustinza, F.C.; Ay, S.; Phan, D. Design and Implementation of a Rover-Back CANSAT. Proceedings of 5th International Conference on Recent Advances in Space Technologies, Istanbul, Turkey, 9–11 June 2011; pp. 800–803.
[15]  Putra, B. P.; Mutijarsa, K.; Adiprawita, W. Design and Implementation of Software Architecture Behavioral-Based Robot Control System Using Active Object Computing Model. Proceedings of International Conference on Electrical Engineering and Informatics, Bandung, Indonesia, 17–19 July 2011; pp. 1–6.
[16]  Cardozo, G.S.S.; Vera, L.M.S. Prototype for a Self-Balanced Personal Transporter. Proceedings of 2012 IEEE Workshop on Engineering Applications, Bogota, Colombia, 2–4 May 2012; pp. 1–6.
[17]  Hong, H.-K.; Kwon, C.H.; Kim, S.-R.; Yun, D.H.; Lee, K.; Sung, Y.K. Portable Electronic Nose System with Gas Sensor Array and Artificial Neural Network. Sens. Actuators B Chem. 2000, 66, 49–52.
[18]  Fuchs, S.; Strobel, P.; Siadat, M.; Lumbreras, M. Evaluation of Unpleasant Odor with a Portable Electronic Nose. Mater. Sci. Eng. 2008, 28, 949–953.
[19]  Che Harun, F.K.; Covington, J.A.; Gardner, J.W. Portable e-Mucosa System: Mimicking the Biological Olfactory. Procedia Chem. 2009, 1, 991–994.
[20]  El Barbri, N.; Llobet, E.; El Bari, N.; Correig, X.; Bouchikhi, B. Application of a Portable Electronic Nose System to Assess the Freshness of Moroccan Sardines. Mater. Sci. Eng. 2008, 28, 666–670.
[21]  Chueh, H.-T.; Hatfield, J.V. A Real-Time Data Acquisition System for a Hand-Held Electronic Nose (H2EN). Sens. Actuators B Chem. 2002, 83, 262–269.
[22]  Swinnerton, J.W.; Linnenbom, V.J.; Cheek, C.H. Determination of Dissolved gases in Aquous Solutions by Gas Chromatography. Anal. Chem. 1962, 34, 483–485.
[23]  Jolliffe, I.T. Principal Component Analysis, 2nd ed. ed.; Springer-Verlag: New York, NY, USA, 2002.
[24]  R Development Core Team. A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2008.
[25]  Devijver, P.A.; Kittler, J. Pattern Recognition: A Statistical Approach; Prentice-Hall: London, UK, 1982.

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