S. Laroche et I. Zawadzki, A VARIATIONAL ANALYSIS METHOD FOR RETRIEVAL OF 3-DIMENSIONAL WIND-FIELD FROM SINGLE DOPPLER RADAR DATA, Journal of the atmospheric sciences, 51(18), 1994, pp. 2664-2682
A variational method for retrieval of the three-dimensional wind field
from single-Doppler radar observations is developed and tested. The m
ethod uses the conservation equation for reflectivity and the continui
ty equation as a constraining model. Weak and strong constraint formal
isms in data analysis are reviewed and compared using a one-dimensiona
l advection equation for reflectivity considered as a passive tracer.
The authors show that a model equation should be used as a weak constr
aint when the model does not predict exactly the evolution of the obse
rvations (such as the conservation equation for reflectivity). Consequ
ently, the variational method presented here combines both formalisms:
the conservation equation for reflectivity is used as a weak constrai
nt, while the continuity equation is used as a strong constraint. The
method is applied to retrieve detailed three-dimensional wind field of
a microburst observed by two C-band Doppler radars during the Phoenix
II Convective Boundary Layer Experiment. Retrieved wind fields are co
mpared with dual-Doppler wind analysis. Results of experiments show th
at the cost function has multiple minima, and consequently retrievals
are sensitive to the initial guess. To find the true minimum the retri
eval is performed from large to small scale. The results are very enco
uraging.