Multilayer perceptron as inverse model in a ground-based remote sensing temperature retrieval problem

Engineering Applications of Artificial Intelligence

Volumn 21, Issue 1, 2008, Pages 26-34

  García Cuesta, Esteban ^a   Galván, Inés M ^a   de Castro, Antonio J ^a  

^a UNIVERSIDAD CARLOS III DE MADRID   (Spain)

Author keywords

Combustions; Dimensionality reduction; Ground base remote sensing; Inverse models; Neural networks; Principal component analysis; Retrieval temperature

Indexed keywords

APPROXIMATION THEORY; COMBUSTION; INFRARED RADIATION; MATHEMATICAL MODELS; PRINCIPAL COMPONENT ANALYSIS; REMOTE SENSING;

DIMENSIONALITY REDUCTION; INVERSE MODEL; INVERSE MODELS; TEMPERATURE RETRIEVAL PROBLEM;

MULTILAYER NEURAL NETWORKS;

EID: 36148996894     PISSN: 09521976     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.engappai.2007.03.005     Document Type: Article

References (22)

1. Aires F., Chedin A., Scott N.A., and Rossow. W.B. A regularized neural net approach for retrieval of atmospheric and surface temperatures with the iasi instrument. Journal of Applied Meteorology 41 (2001) 144-159
2. Aires F., Rossow W.B., Scott N.A., and Chedin A. Remote sensing from the infrared atmospheric sounding interferometer instrument. Journal of Geophysical Research 107 D22 (2002) ACH6-1-15
3. Bellman R. Adaptative Control Processes: A guide Tour (1961), Princeton University Press, NJ
4. Bishop C.M. Neural Networks for Pattern Recognition (1999), Oxford University Press
5. Briz S., de Castro A.J., Aranda J.M., Meléndez J., and López F. Reduction of false alarm rate in automatic forest fire infrared surveillance systems. Remote Sensing of Environment 86 (2003) 19-29
6. Eyre, J.R., 2004. Inversion methods for satellite sounding data. Lecture Notes NWP Course. European Centre for Medium-Range Weather Forecasts (ECMWF). 〈http://www.ecmwf.int/newsevents/training/rcourse_notes/DATA_ASSIMILATION/INVERSION_METHODS/Inversion_methods.html(10/07/2006)〉.
7. García-Cuesta, E., 2003. CASIMIR: Cálculos Atmosféricos y Simulación de la Transmitancia en el Infrarrojo. University Carlos III L/PFC 01781, Madrid (in Spanish).
8. García-Cuesta, E., Galván, I.M., de Castro, A.J., 2005. Neural networks and spectral feature selection for retrieval of hot gases temperature profiles. In: International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA, vol. 2, 2005, pp. 81-86.
9. Goody R.M., and Yung Y.L. Atmospheric Radiation. Theoretical basis (1989), Oxford University Press, New York (Chapter 2)
10. Hotelling H. Analysis of a complex of statistical variables into principal components. Educational Psychology 24 (1933) 417-441 498-520
11. Huang H.L., and Antonelli P. Application of principal component analysis to high-resolution infrared measurement compression an retrieval. Journal of Climate and Applied Meteorology 40 (2001) 365-388
12. Jollife I.T. Discarding variables in principal component analysis i: artificial data. Applied Statistics 21 (1972)
13. Jollife I.T. Discarding variables in principal component analysis ii: real data. Applied Statistics 22 (1973)
14. Jollife, I.T., 2002. Principal Component Analysis, second ed. Springer Series in Statistics. Springer, New York.
15. Liu L.H., and Jiang J. Inverse radiation problem for reconstruction of temperature profile in axisymmetric free flames. Journal of Quantitative Spectroscopy & Radiative Transfer 70 (2001) 207-215
16. Lu G., Yan Y., and Colechin M. A digital imaging based multifuncional flame monitoring system. IEEE Transactions on Instrumentation and Measurement 53 (2004) 1152-1158
17. McCornick N.J. Inverse radiative transfer problems: a review. Nuclear Science and Engineering 112 3 (1992) 185-198
18. Pearson K. On lines and planes of closet fit to systems of points in space. Philosophical Magazine 2 6 (1901) 559-572
19. Rogers, C.D., 2005. Retrieval of atmospheric temperature and composition from remote measurements of thermal radiation. Review of Geophysics and Space Science.
20. Romero C., Keyvan S., Li X., and Rossow R. Spectrometer-based combustion monitoring for flame stoichiometry and temperature control. Applied Thermal Engineering 25 (2005) 659-676
21. Rothman, L.S., 2003. The hitran molecular spectroscopic database: edition of 2000 including updates through 2001. Journal of Quantitative Spectroscopy & Radiative Transfer.
22. Thakur M., Vyas A.L., and Shakher C. Measurement of temperature and temperature profile of an axisymmetric gaseous flames using lau phase interferometer with linear gratings. Optics and Lasers in Engineering 36 (2001) 373-380