IEEE Transactions on Geoscience and Remote Sensing · 2006 · 386 citations · 25 references
Natural SciencesEarth SciencesAtmospheric ChemistryAtmospheric ScienceRemote SensingAtmospheric OpticsSatellite InstrumentationSatellite SensorsSurface Temperature RetrievalAtmospheric RetrievalsMinimizationRadiative Transfer InversionRadiative Transfer ModelingRetrievalSpectral RetrievalsSurface TemperatureSystematic Errors
We describe the approach for the estimation of the atmospheric state, e.g., temperature, water, ozone, from calibrated, spectral radiances measured from the Tropospheric Emission Spectrometer (TES) onboard the Aura spacecraft. The methodology is based on the maximum a posteriori estimate, which mathematically requires the minimization of the difference between observed spectral radiances and a nonlinear model of radiative transfer of the atmospheric state subject to the constraint that the estimated state must be consistent with an a priori probability distribution for that state. The minimization techniques employed here are based on the trust-region Levenberg-Marquardt algorithm. An analysis of the errors for this estimate include smoothing, random, spectroscopic, "cross-state", representation, and systematic errors. In addition, several metrics and diagnostics are introduced that assess the resolution, quality, and statistical significance of the retrievals. We illustrate this methodology for the retrieval of atmospheric and surface temperature, water vapor, and ozone over the Gulf of Mexico on November 3, 2004.
25
A Mathematical Theory of Communication
Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations
<i>The Mathematical Theory of Communication</i>
Claude E. Shannon, Warren Weaver, Norbert Wiener · Physics Today · 1950 · 9.9K citations
Practical methods of optimization
Mathematics and Computers in Simulation · 1988 · 5.9K citations
Practical Methods of Optimization.
Christoph Witzgall, R. Fletcher · Mathematics of Computation · 1989 · 3.6K citations