Retrieval of atmospheric thermodynamical parameters using satellite measurements with a maximum entropy method
- 1 October 1996
- journal article
- Published by IOP Publishing in Inverse Problems
- Vol. 12 (5) , 779-796
- https://doi.org/10.1088/0266-5611/12/5/017
Abstract
A maximum entropy method is applied to retrieve the atmospheric distribution of temperature and humidity on a vertical, when this vertical is remotely observed from a satellite at different wavelengths. Errors in the forward model and in the observations are taken into account. In particular, these errors can be non-Gaussian, and their components may be correlated with each other. The presented technique also ensures that the solution of this inverse problem can be forced to be bounded if this is physically needed (as with atmospheric humidity), without any penalty in numerical cost. A practical application is developed, to retrieve vertical distributions from radiometric observations performed by the NOAA meteorological satellites. Comparisons of the inverted distributions with radiosoundings measurements are discussed.Keywords
This publication has 26 references indexed in Scilit:
- On-line Estimation of Error Covariance Parameters for Atmospheric Data AssimilationMonthly Weather Review, 1995
- Temperature Profiling with Neural Network Inversion of Microwave Radiometer DataJournal of Atmospheric and Oceanic Technology, 1994
- Estimates of current density distributions: I. Applying the principle of cross-entropy minimization to electrographic recordingsInverse Problems, 1993
- A Pattern Recognition Technique for Retrieving Humidity Profiles from Meteosat or GOES ImageryJournal of Applied Meteorology and Climatology, 1993
- Assimilation of TOVS radiance information through one‐dimensional variational analysisQuarterly Journal of the Royal Meteorological Society, 1993
- Global Data Assimilation and Forecast Experiments Using the Improved Initialization Inversion Method for Satellite SoundingsMonthly Weather Review, 1991
- Duality Relationships for Entropy-Like Minimization ProblemsSIAM Journal on Control and Optimization, 1991
- Data Assimilation in Meteorology and OceanographyPublished by Elsevier ,1991
- Inversion of cloudy satellite sounding radiances by nonlinear optimal estimation. I: Theory and simulation for TOVSQuarterly Journal of the Royal Meteorological Society, 1989
- Sanov Property, Generalized $I$-Projection and a Conditional Limit TheoremThe Annals of Probability, 1984