Power-error analysis of sensor array regression algorithms for gas mixture quantification in low-power microsystems

Proceedings of IEEE Sensors

Volumn , Issue , 2013, Pages

  Yang, Yuning ^a   Yi, Jinfeng ^a   Jin, Rong ^a   Mason, Andrew J ^a  

^a Michigan State University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ERRORS; FORECASTING; GAS MIXTURES; MATHEMATICAL MODELS; MIXTURES; REGRESSION ANALYSIS;

GAS CONCENTRATION; LOW POWER; LOW-POWER MICROCONTROLLERS; PREDICTION ERRORS; REGRESSION ALGORITHMS; REGRESSION MODEL; SENSOR OUTPUT; SENSOR PARAMETER;

SENSORS;

EID: 84893925959     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSENS.2013.6688580     Document Type: Conference Paper

References (13)

1. H. R. Witschi and J. A. Last, "Toxic responses of the respiratory system," in Casarett and Doull's Toxicology: The Basic Science of Poisons, C. D. Klaassen, Ed., 6th ed. New York: McGraw-Hill.
2. R. Gutierrez-Osuna, "Pattern analysis for machine olfaction:Areview," IEEE Sensors J. 2. 3. 189-202, Jun. 2002.
3. S. Marco and A. Gutiérrez-Gálvez, "Signal and Data Processing for Machine Olfaction and Chemical Sensing A Review", IEEE Sensors J., vol 12, no. 11, Nov 2012.
4. K. T. Tang, S.W. Chiu, M. F. Chang, C. C. Hsieh, and J. M. Shyu, "A Low-Power Electronic Nose Signal-Processing Chip for a Portable Artificial Olfaction System," IEEE Trans. Biomed. Circuits and Systems. 5, 4, Aug. 2011.
5. M. Shi, A. Bermak, S. Chandrasekaran and A. Amira, "A Committee Machine gas identification System Based on Dynamically Reconfigurable FPGA," IEEE Sensors Journal. 8. 4. 403-414, 2008.
6. J. Cho, X. Li, Z. Gu, and P. U. Kurup, "Recognition of Explosive Precursors Using Nanowire Sensor Array and Decision Tree Learning", IEEE Sensors Journal. 12, 7, Jul. 2008.
7. H. Sundgren, F. Winquist, I. Lukkari, and I. Lundstrom, "Artificial neural networks and gas sensor arrays: Quantification of individual components in a gas mixture," Meas. Sci. Technol. 2. 5. 464-469, 1991.
8. K. Song; Q. Wang; Q. Liu; H. Zhang; Y. Cheng, "A wireless electronic nose system using Fe2O3 sensing array and least squares support vector regression", pp 485-505 Sensors 2011.
9. D. Huang, H. Leung, "Simultaneous Classification and Concentration Estimation for Electronic Nose," IEEE Sensors Journal, 7(5): pp. 825-834, 2007.
10. Y. Yang and A. J. Mason, "Identification and Quantification of Mixed Air Pollutants Based on Homotopy Method for Gas Sensor Array," IEEE Eng. Medicine Biology Conf., pp. 4221-4224, Aug. 2012.
11. J. H. Friedman, "Multivariate Adaptive Regression Splines", The Annals ofStatistics. 19. 1, 1991.
12. P.K. Clifford, D.T. Tuma, "Characteristics of semiconductor gas sensors I. Steady state gas response", Sensors and Actuators B: Chemical, vol 3, 1982.
13. A. Ziyatdinov, S. Marco, A. Chaudry, K. Persaud, P. Caminal and A. Perera, "Drift compensation of gas sensor array data by common principal component analysis," Sensors and Actuators B: Chemical, 2010.