EOF regression analytical model with applications to the retrieval of atmospheric temperature and gas constituents concentration from high spectral resolution infrared observations

Environmental Modelling: New Research

Volumn , Issue , 2013, Pages 51-88

  Serio, Carmine ^a   Masiello, Guido ^a   Grieco, Giuseppe ^a  

^a UNIVERSITY OF BASILICATA   (Italy)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 84892882763     PISSN: None     EISSN: None     Source Type: Book    
DOI: None     Document Type: Chapter

References (30)

1. Amato, U., Masiello, G., Serio, C., and Viggiano, M., The σ-IASI code for the calculation of infrared atmospheric radiance and its derivatives Environmental Modelling& Software 17(7), 651-667 (2002).
2. Beltrami, E., Sulle funzioni bilineari Giornale di Matematiche 11, 98-106 (1873).
3. Calbet, X., and Schlüssel, P., Technical note: analytical estimation of the optimal parameters for the EOF retrievals of the IASI level 2 product processing facility and its application using AIRS and ECMWF data Atmos Chem Phys Discuss 5, 9691-9730 (2005).
4. Carissimo, A., DeFeis, I., and Serio, C., The physical retrieval methodology for IASI: the δ-IASI code Environmental Modelling&Software 20(9), 1111-1126 (2005).
5. Cattell, R. B., The scree test for the number of factors. Multivariate Behavioral Research, 1, 629-637, (1966).
6. Chevalier, F., Sampled databases of 60-level atmospheric profiles from the ECMWF analyses, Research Report No. 4, SAF programme, EUMETSAT/ECMWF, Reading, UK, (2001).
7. Chichocki, A., and Unbehauen, R., Neural Networks for Optimization and Signal Processing, Wiley, NY, (1996).
8. Cousins, D., and Gazarick, M.J., NAST Interferometer Design and Characterization. in Final Report, MIT Lincoln Laboratory Project Report NOAA-26,July 13, (1999).
9. Goldberg,M.D., Qu,Y.,McMillin, L.M.,Wolf,W., Zhou, L., and Divakarla,M., AIRS near-real-time products and algorithms in support of operational numerical weather prediction IEEE Trans. Geosci. Remote Sensing 41, 379-389 (2003).
10. Golub, G.H., Kahan, W., Calculating the singular values and pseudo-inverse of a matrix SIAM J. Numer. Anal. Ser. B 2, 205224 (1965).
11. Golub, G.H., Reinsch, C., Singular Value Decomposition and Lesat Squares Solutions Numer. Mat. 14, 403-420 (1970).
12. Grieco, G., Luchetta, A., Masiello, G., Serio, C., and Viggiano, M., IMG O3 retrieval and comparison with TOMS/ADEOS columnar ozone: an analysis based on tropical soundings J. Quant. Spectrosc. Radiat. Transfer 95(3), 331-348 (2005).
13. Grieco, G., Masiello, G., Matricardi, M., Serio, C., Summaa, D., Cuomo, V., Demonstration and validation of the (θ{symbol}-IASI inversion scheme with NAST-I data Q. J. R. Meteorol. Soc. 133(S3), 217-232 (2007).
14. Hansen, C., Analysis of discrete ill-posed problems by means of the L-curve. SIAM Review, 34 (4), 561580 (1992).
15. Hotelling, H., Analysis of a Complex of Statistical Variables with Principal Components Journal of Educational Psychology 24, 417-441, 498-520, (1933).
16. Huang, H-L, Antonelli, P., Application of Principal Component Analysis to High-Resolution Infrared Measurements Compression and Retrieval J. Appl. Met. 40, 365-388 (2001).
17. Jolliffe, I.T., Principal component analysis, New York: Springer-Verlag, (2002).
18. Kaiser, H. F., The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141-151, (1960).
19. Karhunen, K., On linear methods in probability theory, English translation by I. Selin, The Rand Corporation, Doc. T-131, August 11, 1960, 1947.
20. Kobayashi, H., Shimota, A., Yoshigahara, C., Yoshida, I., Uehara, Y., Kondo, K., Satellite-borne high-resolution FTIR for lower atmosphere sounding and its evaluation IEEE Trans. Geosci. Remote Sensing 37(3), 1496-1507, (1999).
21. Loéve, M., Fonctions Aléatoires de Seconde Ordre, in P. Levy, Processus Stochastiques et Mouvement Brownien, Hermann, Paris, (1948).
22. Lorenz, E., Empirical orthogonal functions and statistical weather prediction. In Tech. Rep. 1, Statistical Forecasting Project, Massachusetts Institute of Technology, Cambridge, MA, 49 pp.
23. Masiello, G. and Serio, C., Dimensionality-reduction approach to the thermal radiative transfer equation inverse problem Geophys. Res. Lett. 31(11), L11105-L11112 (2004).
24. Obukhov, A.M., The Statistically Orthogonal Expansion of Empirical Functions, Izvestiya, Seriya Geojizicheskaya, Akademiya Nauk, SSSR,No. 3, March 1960, pp. 432-439. English translation by the American Geophysical Union, Nov. 1960, pp. 288-2911.
25. Pearson, K., On lines and planes of closest fit to systems of points in space Philosophical Magazine 2, 559-572, (1901).
26. Rao, C.R., The use and interpretation of principal component analysis in applied research Sankhya Ser. A 26, 329-358, (1964).
27. Serio, C., Esposito, F., Masiello, G., Pavese, G., Calvello, M.R., Grieco, G., Cuomo, V., Buijs, H.L., and Roy, C.B., Interferometer for ground-based observations of emitted spectral radiance from the troposphere: evaluation and retrieval performance, Appl. Opt., 47(21), 3909-3919, (2008).
28. Taylor, J.P, Smith, W.L, Cuomo V., Larar, A.M, Zhou, D.K, Serio, C., Maestri, T., Rizzi, R., Newman, S., Antonelli, P., Mango, S., Di Girolamo, P., Espsoito, F., Grieco, G., Summa, D., Restieri, R., Masiello, G., Romano, F., Pappalardo, G., Pavese, G., Mona, L., Amodeo. A., Pisani, G., EAQUATE An International Experiment For Hyper-spectral Atmospheric Sounding Validation Bulletin of the American Meteorological Society, February issue, pp. 203-218 doi:10.1175/BAMS-89-2-203 (2008).
29. Wark, D.G., Fleming, H.E., Indirect Measurements of Atmospheric Temperature Profiles from Satellites: I. Introduction Monthly Weather Review 94(6), 351-362, (1966).
30. Zhou, D.K., Smith, W.L., Li, J., Howell, H.B., Cantwell, G.W., Larar, A.M., Knuteson, R.O., Tobin, D,C., Revercomb, H.E., Bingham, G.E., Tsou, J-.J., Mango, S.A., Thermodynamic Product Retrieval Methodology and Validation for NAST-I Appl. Opt. 41(33), 6957-6970, (2002).