Compensation for the drift-like terms caused by environmental fluctuations in the responses of chemoresistive gas sensors

Sensors and Actuators, B: Chemical

Volumn 143, Issue 2, 2010, Pages 641-648

  Hossein Babaei, F ^a   Ghafarinia, V ^a  

^a K N TOOSI UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

Chemoresistive gas sensor; Drift compensation; Humidity fluctuation; Nonlinear modeling; Smart sensor; Temperature fluctuation

Indexed keywords

AMBIENT CONDITIONS; AMBIENT HUMIDITY; ARTIFICIAL NEURAL NETWORK; CHEMORESISTIVE GAS SENSORS; COMBINED EFFECT; COMPENSATION MEASURES; CONTAMINANT CONCENTRATIONS; CONTAMINATION LEVELS; DRIFT COMPENSATION; ENVIRONMENTAL FLUCTUATIONS; EXPERIMENTAL DATA; MULTI-INPUT-SINGLE-OUTPUT SYSTEMS; NONLINEAR MODELING; STEADY-STATE VALUES; TEMPERATURE FLUCTUATION; TEMPERATURE VARIATION; VERIFICATION TESTS;

CHEMICAL SENSORS; GAS DETECTORS; MOISTURE; NEURAL NETWORKS; SMART SENSORS; TEMPERATURE DISTRIBUTION;

CONTAMINATION;

EID: 73149083942     PISSN: 09254005     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.snb.2009.10.006     Document Type: Article

References (47)

1. Leec D.D., and Lee D.S. Environmental gas sensors. IEEE Sens. J. 1 (2001) 214-224
2. Capone S., Forleo A., Francioso L., Rella R., Siciliano P., Spadavecchia J., Presicce D.S., and Taurino A.M. Solid state gas sensors: state of the art and future activities. J. Optoelectron. Adv. Mater. 5 (2003) 1335-1348
3. Hossein-Babaei F., and Orvatinia M. Analysis of thickness dependence of the sensitivity in thin film resistive gas sensors. Sens. Actuators B Chem. 89 (2003) 256-261
4. Williams D.E. Semiconducting oxides as gas-sensitive resistors. Sens. Actuators B Chem. 57 (1999) 1-6
5. Barsan N., Koziej D., and Weimar U. Metal oxide-based gas sensor research: how to?. Sens. Actuators B Chem. 121 (2007) 18-35
6. Tiemann M. Porous metal oxides as gas sensors. Chem. Eur. J. 13 (2007) 8376-8388
7. Yamazoe N., Sakai G., and Shimanoe K. Oxide semiconductor gas sensors. Catal. Surv. Asia 7 (2003) 63-75
8. Watson J., Ihokura K., and Coles G.S.V. The tin dioxide gas sensor. Meas. Sci. Technol. 4 (1993) 711-719
9. Yamazoe N. Toward innovations of gas sensor technology. Sens. Actuators B Chem. 108 (2005) 2-14
10. Hierlemann A., and Gutierrez-Osuna R. Higher-order chemical sensing. Chem. Rev. 108 (2008) 563-613
11. Meixner H., and Lampe U. Metal oxide sensors. Sens. Actuators B Chem. 33 (1996) 198-202
12. Martinelli G., and Carotta M.C. Thick-film gas sensors. Sens. Actuators B Chem. 23 (1995) 157-161
13. Watson J. The tin oxide gas sensor and its applications. Sens. Actuators 5 (1984) 29-42
14. 2 sensor system with the suppression of humidity interference. Sens. Actuators B Chem. 57 (1999) 83-87
15. Zellers E.T., and Han M. Effects of temperature and humidity on the performance of polymer-coated surface acoustic wave vapor sensor arrays. Anal. Chem. 68 (1996) 2409-2418
16. Rivera D., Alam M.K., Davis C.E., and HO C.K. Characterization of the ability of polymeric chemiresistor arrays to quantitate trichloroethylene using partial least squares (PLS): effects of experimental design humidity and temperature. Sens. Actuators B Chem. 92 (2003) 110-120
17. Stefan R.I., Staden J.F.V., and Aboul-Enein H.Y. Electrochemical sensor arrays. Crit. Rev. Anal. Chem. 29 (1999) 133-153
18. Gutierrez-Osuna R. Pattern analysis for machine olfaction: a review. IEEE Sens. J. 2 (2002) 189-202
19. Stetter J.R., and Penrose W.R. Understanding chemical sensors and chemical sensor arrays (electronic noses): Past, present and future. Sens. Update 10 (2002) 189-229
20. Holmberg M., and Artursson T. In: Pearce T.C., Schiffmann S.S., Nagle H.T., and Gardner J.W. (Eds). Handbook of Machine Olfaction (2003), Wiley, New York 325-346 (Chapter 13)
21. 2. Surf. Sci. 86 (1979) 335-344
22. 2 gas sensor. J. Electron. Mater. 6 (1997) 717-733
23. 2 sensors in the presence of humidity. J. Phys. Condens. Matter 15 (2003) R813-R839
24. Mielle P. Managing dynamic thermal exchanges in commercial semiconducting gas sensors. Sens. Actuators B Chem. 34 (1996) 533-538
25. Sakai G., Matsunaga N., Shimanoe K., and Yamazoe N. Theory of gas-diffusion controlled sensitivity for thin film semiconductor gas sensor. Sens. Actuators B Chem. 80 (2001) 125-131
26. Gong J.W., Chen Q.F., Lian M.R., Liu N.C., and Daust C. Temperature feedback control for improving the stability of a semiconductor-metal-oxide (SMO) gas sensor. IEEE Sens. J. 6 (2006) 139-145
27. Haugen J.E., Tomic O., and Kvaal K. A calibration method for handling the temporal drift of solid state gas-sensors. Anal. Chim. Acta 407 (2000) 23-39
28. Holmin S., Krantz-Rulcker C., Lundstriom I., and Winquist F. Drift correction of electronic tongue responses. Meas. Sci. Technol. 12 (2001) 1348-1354
29. Artursson T., Eklov T., Lundstrom I., Martensson P., Sjostrom M., and Holmberg M. Drift correction for gas sensors using multivariate methods. J. Chemom. 14 (2000) 711-723
30. Homberg M., Winquist F., Lundstrom I., Davide F., DiNatale C., and D'Amico A. Drift counteraction for an electronic nose. Sens. Actuators B Chem. 36 (1996) 528-535
31. Natale C.D., Martinelli E., and D'Amico A. Counteraction of environmental disturbances of electronic nose data by independent component analysis. Sens. Actuators B Chem. 82 (2002) 158-165
32. Hui D., Jun-hua L., and Zhong-ru S. Drift reduction of gas sensor by wavelet and principal component analysis. Sens. Actuators B Chem. 96 (2003) 354-363
33. Holmberg M., Davide F.A.M., Di Natale C., D'Amico A., Winquist F., and Lundstrom I. Drift counteraction in odour recognition applications: lifelong calibration method. Sens. Actuators B Chem. 42 (1997) 185-194
34. Zuppa M., Distante C., Siciliano P., and Persaud K.C. Drift counteraction with multiple self-organizing maps for an electronic nose. Sens. Actuators B Chem. 98 (2004) 305-317
35. Roth M., Hantinger R., Faul R., and Endres H.E. Drift reduction of organic coated gas sensors by temperature modulation. Sens. Actuators B Chem. 36 (1996) 358-362
36. Greenspan L. Humidity fixed points of binary saturated aqueous solutions. J. Res. Natl. Bur. Stand. 81 (1977) 89-96
37. FIS Inc. Japan, http://www.fisinc.co.jp.
38. Hossein-Babaei F., and Taghibakhsh F. Electrophoretically deposited zinc oxide thick film gas sensor. Electron. Lett. 36 (2000) 1815
39. Arico A.S., Srinivasan S., and Antonucci V. DMFCs: From fundamental aspects to technology developments. Fuel Cells 1 (2001) 133-161
40. Hossein-Babaei F., and Orvatinia M. Gas diagnosis based on selective diffusion retardation in an air filled capillary. Sens. Actuators B Chem. 96 (2003) 298-303
41. Ghafarinia V., and Hossein-Babaei F. Online gas diagnosis by a capillary-attached gas sensor coupled to a pattern recognition system. IEEE Sens. Conference. Daegu, Korea, October 22-25 (2006)
42. Yamazoe N., and Shimanoe K. Theory of power laws for semiconductor gas sensors. Sens. Actuators B Chem. 128 (2008) 566-573
43. 2 thin- and thick-film gas gas sensors. Sens. Actuators B Chem. 79 (2001) 163-170
44. Hirobayashi S., Kimura H., and Oyabu T. Dynamic model to estimate the dependence of gas sensor characteristics on temperature and humidity in environment. Sens. Actuators B Chem. 60 (1999) 78-82
45. Hossein-Babaei F., and Hosseini-Golgoo S.M. Analyzing the responses of a thermally modulated gas sensor using a linear system identification technique for gas diagnosis. IEEE Sens. J. 8 (2008) 1837-1847
46. Chen S., Billings S.A., and Grant P.M. Non-linear system identification using neural networks. Int. J. Control 51 (1990) 1191-1214
47. Efe M.O., and Kaynak O. A comparative study of neural network structures in identification of nonlinear systems. Mechatronics 9 (1999) 287-300