PL EN


Preferences help
enabled [disable] Abstract
Number of results
2012 | 122 | 5 | 847-849
Article title

Pattern Recognition Applied to Analysis of Gas Sensors' Array Data

Content
Title variants
Languages of publication
EN
Abstracts
EN
For an array of eight chemoresistive gas sensors a computer pattern recognition system was built. Multivariate data analysis was performed for measurements of three gases' dilutions: hydrogen (H_2), methane (CH_4), and carbon monoxide (CO). The pattern recognition system included a feature subset selection algorithm involving PCA and objective function. Dimensionality reduction was applied to two kinds of patterns: three aforementioned gases and six different concentrations of hydrogen. For patterns of the three gases, classification tests were performed using k-NN algorithm and N-fold based validation method.
Keywords
EN
Publisher

Year
Volume
122
Issue
5
Pages
847-849
Physical description
Dates
published
2012-11
Contributors
  • Department of Optoelectronics, Silesian University of Technology, B. Krzywoustego 2, 44-100 Gliwice, Poland
author
  • Department of Optoelectronics, Silesian University of Technology, B. Krzywoustego 2, 44-100 Gliwice, Poland
  • Department of Optoelectronics, Silesian University of Technology, B. Krzywoustego 2, 44-100 Gliwice, Poland
author
  • Department of Optoelectronics, Silesian University of Technology, B. Krzywoustego 2, 44-100 Gliwice, Poland
References
  • [1] M. Pardo, G. Sberveglieri, Sensors Actuators B 123, 437 (2007)
  • [2] R. Gutierrez-Osuna, T. Nagle, IEEE Trans. Systems, Man Cybernetics - Part B: Cybernetics 29, 626 (1999)
  • [3] T. Sundic, S. Marco, A. Perera, A. Pardo, J. Samitier, P. Wide, in: 5th Seminar on Neural Network Applications in Electrical Engineering, NEUREL, Univ. Troy, New York, 2000, p. 201
  • [4] C. Tyszkiewicz, T. Pustelny, Opt. Appl. 34, 507 (2004)
  • [5] T. Pustelny, J. Ignac-Nowicka, B. Jarzabek, A. Burian, Opt. Appl. 34, 561 (2004)
  • [6] Y. Yin, X. Tian, Sensors Actuators B 124, 393 (2007)
  • [7] P.U. Kurup, 2008 IEEE Conf. Technologies for Homeland Security, Massachusetts Univ., Lowell (MA) 2008, p. 144
  • [8] S. Roussel, G. Forsberg, V. Steinmetz, P. Grenier, V. Bellon-Maurel, J. Food Eng. 37, 207 (1998)
  • [9] A.H. Gómez, J. Wang, G. Hu, A.G. Pereira, Sensors Actuators B 113, 347 (2006)
  • [10] K.Z. Mao, IEEE Trans. Systems, Man Cybernetics - Part B: Cybernetics 34, 629 (2004)
  • [11] T. Pustelny, A. Opilski, B. Pustelny, Acta Phys. Pol. A 114, A-183 (2008)
  • [12] E. Cantú-Paz, S. Newsam, C. Kamath, in: Int. Conf. on Knowledge Discovery and Data Mining, Seattle, WA, USA, 2004, p. 411
  • [13] A. Szpakowski, C. Tyszkiewicz, T. Pustelny, Acta Phys. Pol. A 114, A-239 (2008)
Document Type
Publication order reference
Identifiers
YADDA identifier
bwmeta1.element.bwnjournal-article-appv122n514kz
JavaScript is turned off in your web browser. Turn it on to take full advantage of this site, then refresh the page.