Title :
Bounds on the Variance in the Pattern Matching Criteria
Author :
Stephens, Philip J. ; Jones, Andrew S.
Author_Institution :
Cooperative Inst. for Res. in the Atmos., Colorado State Univ., Fort Collins, CO
Abstract :
The Backus-Gilbert (BG) method is used throughout the satellite community as a noise/pattern adjustment technique. To proceed with the study of the discrete BG (DBG) method, the fundamental properties of the noise/pattern tradeoff need to be studied. This paper investigates the pattern matching criteria the DBG method is based on and how noise minimization is incorporated into the solution. In particular, the bounded nature of the variance and the behavior of the tradeoff curve are shown explicitly. The penalty function is studied, and restrictions on its definition are given; problems with the common choice of J=1 are also presented. The case of a positive semidefinite error covariance matrix is analyzed and the uniqueness of the solution evaluated. This paper serves to provide a thorough theoretical discussion of the noise/pattern tradeoff properties and the practical issues associated with its implementation
Keywords :
covariance matrices; pattern matching; radiometry; remote sensing; Backus-Gilbert method; geophysical measurement; noise minimization; noise-pattern adjustment; noise-pattern tradeoff; pattern matching criteria; radiometry; remote sensing; semidefinite error covariance matrix; Atmosphere; Covariance matrix; Equations; Geology; Helium; Minimization methods; Pattern matching; Radiometry; Remote sensing; Satellite broadcasting; Geophysical measurements; imaging; radiometry; remote sensing;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2006.875442