Modern remote-sensing retrievals often invoke a Bayesian approach to infer atmospheric properties from observed radiances. In this approach, plausible mean states and variability for the quantities of interest are encoded in prior distribution. Recent developments have devised assumptions correlation among constituents across observing locations. This work formulates spatial statistical framewo...