Proceedings of SPIE
A linear mathematical error model for the assessment of validation activity of atmospheric retrievals is presented. The purpose of the validation activity is to assess the actual performance of the remote sensing validated system while in orbit by comparing its measurements to some relevant—validating—data sets. The validating system samples volumes of the atmosphere at times and locations that are different from the ones when and where the validated system makes its own observations. The location of the validating system can be either stationary, e.g. a ground ARM site, or movable, e.g. an aircraft or some other satellites. The true states may be correlated or not. The sampled volumes differ from each other by their location, timing, and size. The validated and validating systems have different vertical resolution and grid, absolute accuracy, and noise level. All the above factors cause apparent differences between the data to be compared. The validation assessment model makes the comparison accurate by allowing for the differences. The model can be used for assessment and interpretation of the validation results when the above mentioned sources of discrepancies are significant, as well as for evaluation of a particular validating data source.
Pougatchev, Nikita; Bingham, Gail; Cardon, Joel; St. Germain, Karen; Mango, Stephen; Tansock, Joe; Zavyalov, Vladimir; Kireev, Stanislav; and Tobin, David, "Validation Assessment Model for Atmospheric Retrievals" (2006). Space Dynamics Lab Publications. Paper 107.