Parallel Factor Analysis for Gas Sensor Array Signals

Abstract:

Data from sensor array are often arranged in three-dimension as sample × time × sensor. Traditional methods are mainly used for two-dimension data. When such methods are applied, some time-profile information will lost. To acquire the information of samples, sensors and times more exactly, parallel factor analysis (PARAFAC) is investigated to deal with three-way data array. Through the analysis and classification of three kinds of oil odor samples, the performance of PARAFAC in gas sensor array signal analysis is verified and validated.

• Periodical: Applied Mechanics and Materials (Volumes 494-495)
• Pages: 955-959
• DOI: https://doi.org/10.4028/www.scientific.net/AMM.494-495.955
• Online since: February 2014
• Authors: Wen Na Zhang*, Guo Jun Qin, Niao Qing Hu
• Keywords: Feature Extraction, Gas Sensor Array, PARAFAC, Sensor Array Optimization, Three-Way Data

References

[1] T. Seiyama, A. Kato, K. Fujiishi and M. Nagatani: Analytical Chemistry, Vol. 34(1962), pp.1502-1503.

DOI: 10.1021/ac60191a001

[2] Q.Y. Zhang, S.P. Zhang, C.S. Xie, D. Zeng, C.Q. Fan and D.F. Li: Sensors and Actuators B: Chemical, Vol. 128(2006), pp.538-546.

[3] H.C. Yu, J. Wang, C. Yao, H.M. Zhang and Y. Yu: Food Science and Technology, Vol. 41(2008), pp.1268-1273.

[4] H.C. Yu, J. Wang, C. Yao and M. Liu: Sensors and Actuators B: Chemical, Vol. 140(2009), pp.378-382.

[5] M. Kermit and O. Tomic: IEEE Sensors Journal, Vol. 2(2003), pp.218-228.

[6] P. Jérome, B. Pascal and T. Florence: Sensors and Actuators B: Chemical, Vol. 116(2006), pp.156-160.

[7] B. Kim and S. Kim: Chemomoetrics and Intelligent Laboratory Systems, Vol. 79(2005), pp.123-128.

[8] M. Hong, H.Y. Liu, Y.P. Pan, L. Wang and H.P. Zhang: Sensors, Vol. 11(2011), pp.5005-5019.

[9] K. Persaud and G. Dodd: Nature, Vol. 299(1982), pp.352-355.

[10] R. Bro: Chemometrics and Intelligent Laboratory Systems, Vol. 38(1997), pp.149-171.

[11] R. Bro and H.A. L Klers: Journal of Chemometrics, Vol. 17(2003), pp.274-286.

[12] P.M. Kroonenburg: Three-Mode Principal Component Analysis: Theory and Applications (DSWO Press, Netherlands 1983).

[13] M. Kompany-Zareh, Y. Akhlaghi and R. Bro: Analytical Chimica Acta, Vol. 723(2012), pp.18-26.

DOI: 10.1016/j.aca.2012.02.028

[14] M.M. Sena and R.J. Poppi: Journal of Pharmaceutical and Biomedical Analysis, Vol. 34 (2004), pp.27-34.

[15] Y. Yu and A. P. Petropulu: Signal Processing, IEEE Transactions on, Vol. 56(2008), pp.111-124.

[16] M. Padilla, I. Montoliu, A. Pardo, and S. Marco: Sensors and Actuators B: Chemical. Vol. 116(2006), pp.145-150.

DOI: 10.1016/j.snb.2006.03.011

[17] S. Hirobayashi, M.A. Kadir, T. Yoshizawa and T. Yamabuchi: Sensors and Actuators B: Chemical, Vol. 92(2003), pp.269-278.

DOI: 10.1016/s0925-4005(03)00311-3

[18] R. Bro, R.A. Harshman, N.D. Sidiropoulos and M.E. Lundy: Journal of Chemometrics, Vol. 23(2009), pp.324-340.