Two-dimensional wavelet transform feature extraction for porous silicon chemical sensors

Analytica Chimica Acta

Volumn 785, Issue , 2013, Pages 1-15

  Murguía, José S ^a,b   Vergara, Alexander ^a   Vargas Olmos, Cecilia ^b   Wong, Travis J ^c   Fonollosa, Jordi ^a   Huerta, Ramón ^a  

^a UNIVERSITY OF CALIFORNIA SAN DIEGO   (United States)

^b UNIVERSIDAD AUTÓNOMA DE SAN LUIS POTOSÍ   (Mexico)

^c NONE   (United States)

Author keywords

Feature extraction; Gas discrimination and quantification; Optical porous silicon gas sensor; Support vector machines; Two dimensional wavelet transform

Indexed keywords

CHEMICALLY MODIFIED; FEATURE EXTRACTION METHODS; FEATURE EXTRACTOR; NON-STATIONARY BEHAVIORS; OPTICAL GAS SENSORS; PHYSICO-CHEMICAL INTERACTIONS; POROUS SILICON GAS SENSORS; TWO-DIMENSIONAL DISCRETE WAVELET TRANSFORM;

CHEMICAL ANALYSIS; FEATURE EXTRACTION; GAS DETECTORS; MULTIRESOLUTION ANALYSIS; POROUS SILICON; SIGNAL PROCESSING; SUPPORT VECTOR MACHINES; WAVELET TRANSFORMS;

CHEMICAL SENSORS;

SILICON;

ARTICLE; CONCENTRATION (PARAMETERS); CONTROLLED STUDY; EXTRACTION; FEATURE EXTRACTION; IMAGING AND DISPLAY; INTERMETHOD COMPARISON; MOLECULAR INTERACTION; OPTICAL POROUS SILICON GAS SENSOR; PHYSICAL CHEMISTRY; PREDICTION; PRIORITY JOURNAL; QUANTITATIVE ANALYSIS; SENSITIVITY ANALYSIS; SENSOR; SIGNAL PROCESSING; SUPPORT VECTOR MACHINE; TWO DIMENSIONAL IMAGING; WAVELET ANALYSIS;

ALGORITHMS; ELECTROCHEMICAL TECHNIQUES; GASES; OXIDATION-REDUCTION; POROSITY; PRINCIPAL COMPONENT ANALYSIS; SILICON; SPECTROPHOTOMETRY; TEMPERATURE;

EID: 84878955496     PISSN: 00032670     EISSN: 18734324     Source Type: Journal    
DOI: 10.1016/j.aca.2013.04.024     Document Type: Article

References (58)

1. Eiceman G.A., Gardea-Torresday J., Overton E., Bhushan A., Dharmasena H.P. Anal. Chem. 2006, 78:3985-3996.
2. Eiceman G.A., Stone J.A. Anal. Chem. 2004, 76:390A-397A.
3. Kientz C.E. J. Chromatogr. 1998, 814:1-23.
4. Zhao W., Davis C.E. Anal. Chim. Acta 2009, 651:15-23.
5. Vergara A., Llobet E. Talanta 2012, 88:95-103.
6. Collins D.C., Lee M.L. Anal. Bioanal. Chem. 2002, 372:66-73.
7. Harris C.M. Anal. Chem. 2003, 75:355A-358A.
8. Zhang S.W., Swager T.W. J. Am. Chem. Soc. 2003, 125. pp. 3420-3412.
9. Bencic-Nagale S., Sternfeld T., Walt D.R. J. Am. Chem. Soc. 2006, 128:5401-5408.
10. Hammond M.H., Johnson K.J., Rose-Pehrsson S.L., Ziegler J., Walker H., Caudy K., Gary D., Tillet D. Sens. Actuators B 2006, 83:135-144.
11. Vergara A., Vembu S., Ayhan T., Ryan M.A., Homer M.L., Huerta R. Sens. Actuators B 2012, 166-167:320-329.
12. Raman B., Meier D.C., Evju J.K., Semancik S. Sens. Actuators B 2009, 137:617-629.
13. Murguía J.S., Vergara A., Trincavelli M., Vargas-Olmos C., Huerta R. AIP Conf. Proc. 2011, 1362:255-257.
14. Muezzinoglu M., Vergara A., Huerta R., Rulkov N., Abarbanel H., Selverston A., Rabinovich M. Sens. Actuators B 2009, 137:507-512.
15. King B.H., Ruminski A.M., Snyder J.L., Sailor M.J. Adv. Mater. 2007, 19:4530-4534.
16. Ruminski A.M., Moore M., Sailor M.J. Adv. Funct. Mater. 2008, 18:3418-3426.
17. Ruminski A.M., King B.H., Salonen J., Snyder J.L., Sailor M.J. Adv. Funct. Mater. 2010, 20:2874-2883.
18. Snow P.A., Squire E.K., Russell P.S.J., Canham L.T. J. Appl. Phys. 1999, 86(4):1781-1784.
19. De Stefano L., Moretti L., Rendina I., Rossi A.M. Phys. Status. Solidi A 2004, 201(5):1011-1016.
20. Content S., Trogler W.C., Sailor M.J. Adv. Funct. Mater. 2001, 13(5):335-338.
21. Chan S., Fauchet P.M., Li Y., Rothberg L.J., Miller B.L. Phys. Status. Solidi A 2000, 182(1):541-546.
22. Lin V.S.-Y., Motesharei K., Dancil K.S., Sailor M.J., Ghadiri M.R. Science 1997, 278(5339):840-843.
23. Orosco M.M., Pacholski C., Miskelly G.M., Sailor M.J. Adv. Mater. 2006, 18:1393-1396.
24. Dancil K.-P.S., Greiner D.P., Sailor M.J. J. Am. Chem. Soc. 1999, 121(34):7925-7930.
25. Gao J., Gao T., Li Y., Sailor M.J. Langmuir 2002, 18:2229-2233.
26. Salem M.S., Sailor M.J., Fukami K., Sakka T., Ogata Y.H. J. Appl. Phys 2008, 103(8):083516.
27. Kelly T.L., Gao T., Sailor M.J. Adv. Mater. 2011, 23:1776-1781.
28. King B.H., Wong T., Sailor M.J. Langmuir 2011, 27:8576-8585.
29. Daubechies I. Ten Lectures on Wavelets 1992, SIAM, Philadelphia, PA.
30. Mallat S. A Wavelet Tour of Signal Processing 1999, Academic Press. 2nd ed.
31. Ionescu R., Llobet E. Sens. Actuators B 2002, 81:289-295.
32. Llobet E., Brezmes J., Ionescu R., Vilanova X., Al-Khalifa S., Gardner J.W. Sens. Actuators B 2002, 83:238-244.
33. Ionescu R., Hoel A., Granqvist C.G., Llobet E., Heszler P. Sens. Actuators B 2005, 104:132-139.
34. Zhao W., Sankarana S., Ibáñez A.M., Dandekar A.M., Davis C.E. Anal. Chim. Acta 2009, 647:46.
35. Jetter K., Depczynski U., Molt K., Niemöller A. Anal. Chim. Acta 2000, 420:169.
36. Li X., Nie P., Qiu Z.J., He Y. Expert Syst. Appl. 2011, 38:11149.
37. Campos-Cantón E., Murguía J.S., Rosu H.C. IJBC 2008, 18(10):2981-3000.
38. Murguía J.S., Campos-Cantón E. Revista Mexicana de Física 2006, 52:155-162.
39. Ding H., Ge H., Liu J. Sens. Actuators B 2005, 107:749-755.
40. Sobanski T., Modrak I., Nitsch K., Licznerski B.W. Meas. Sci. Technol. 2006, 17:1-5.
41. Huang X.J., Choi Y.K., Yun K.S., Yoon E. Sens. Actuators B 2006, 115:357-364.
42. Huang X.J., Choi Y.K. Sens. Actuators B 2007, 122:659-671.
43. Yin Y., Yu H., Zhang H. Sens. Actuators B 2008, 134:1005-1009.
44. Fryzlewicz P., Ombao H. J. Am. Stat. Assoc 2009, 104:299-312.
45. Vergara A., Calavia R., Vázquez R.M., Mozalev A., Abdelghani A., Huerta R., Hines E.H., Llobet E. Anal. Chem. 2012, 84(17):7502-7510.
46. Vergara A., Martinelli E., Huerta R., D'Amico A., Di Natale C. Sens. Actuators B 2011, 159:126-134.
47. Swagelok, http://www.swagelok.com/.
48. Bronkhorst High-Tech B.V., http://www.bronkhorst.com/.
49. The LabVIEW Environment, http://www.ni.com/labview/.
50. Airgas, Inc., http://www.airgas.com/.
51. de Jong S. Chemometr. Intell. Lab. Syst. 1993, 18(3):251-263.
52. C.-C. Chang, C.-J. Lin,;1; LIBSVM: a library for support vector machines, software available at cjlin/libsvm (2001). http://www.csie.ntu.edu.tw/.
53. Cortes C., Vapnik V. Support-vector networks. Mach. Learn. 1995, 20(3):273-297.
54. Vapnik V. The Nature of Statistical Learning Theory 1995, Springer.
55. Muezzinoglu M., Vergara A., Huerta R. A unified framework for volatile organic compound classification and regression. Proceedings of the International Joint Conference on Neural Networks 2010.
56. Vembu S., Vergara A., Muezzinoglu M.K., Huerta R. Sens. Actuators B 2012, 174:535-546.
57. Fonollosa J., Halford B., Fonseca L., Santander J., Udina S., Moreno M., Hildenbrand J., Wollenstein J., Marco S. Sens. Actuators B 2009, 136:546-554.
58. Jordi Fonollosa, Alexander Vergara, Ramón Huerta Sens. Actuators B 2013, 183:211-221.