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Data assimilation concepts
and methods
March 1999
By F. Bouttier and P.
Courtier
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Training
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REFERENCES
The references below have been chosen because of their
educational value. It does not necessarily mean that they are the original
historical references. These can usually be found in the reference lists
of the paper below.
Bennett, A. and M. Thornburn, 1992: The generalized inverse
of a non-linear quasi-geostrophic ocean circulation model. J. Phys.
Oceanogr., 3, 213-230.
Derber, J. and F. Bouttier, 1999: A reformulation of the
background error covariance in the ECMWF global data assimilation system.
Accepted for publication in Tellus.
Courtier, P., J.-N. Thépaut and A. Hollingsworth,
1994: A strategy for operational implementation of 4D-VAR, using an incremental
approach. Quart. J. Roy. Meteor. Soc., 120, 1367-1387.
Courtier, P.,1997: Dual formulation of four-dimensional
variational assimilation. Quart. J. Roy. Meteor. Soc., 123,
2449-2461.
Courtier, P., E. Andersson, W. Heckley, J. Pailleux, D.
Vasiljevic, M. Hamrud, A. Hollingsworth, F. Rabier and M. Fisher, 1998:
The ECMWF implementation of three-dimensional variational assimilation (3D-Var).
Part 1: formulation. Quart. J. Roy. Meteor. Soc., 124,
1783-1807.
Daley, R., 1991: Atmospheric Data Analysis. Cambridge
Atmospheric and Space Science Series, Cambridge University Press. ISBN
0-521-38215-7, 457 pages.
Errico, R. and T. Vukicevic, 1992: Sensitivity Analysis
using an Adjoint of the PSU-NCAR Mesoscale Model. Mon. Wea. Rev.,
120, 1644-1660.
Errico, R., T. Vukicevic and K. Raeder, 1993: Examination
of the accuracy of a tangent linear model. Tellus, 45A,
462-477.
Eyre, J., 1987: Inversion of cloudy satellite sounding
radiances by nonlinear optimal estimation: theory and simulation for TOVS.
Quart. J. Roy. Meteor. Soc., 113.
Ghil, M., 1989: Meteorological Data Assimilation for Oceanographers.
Part I: Description and Theoretical Framework. Dyn. of Atmos. Oceans,
13, 171-218.
Gilbert, J.-C. and C. Lemaréchal, 1989: Some numerical
experiments with variable storage quasi-Newton algorithms. Mathematical
Programming.
Hollingsworth, A., and P. Lonnberg, 1986: The statistical
structure of short-range forecast errors as determined from radiosonde data.
Part I: The wind field. Tellus, 38A, 111-136.
Hollingsworth, A., D. Shaw, P. Lonnberg, L. Illari, K.
Arpe and A. Simmons, 1986: Monitoring of observation and analysis quality
by a data-assimilation system. Mon. Wea. Rev., 114,
1225-1242.
Lacarra, J.-F., and O. Talagrand, 1988: Short-Range Evolution
of Small Perturbations in a Barotropic Model. Tellus, 40A,
81-95.
Lorenc, A., 1986: Analysis methods for numerical weather
prediction. Quart. J. Roy. Meteor. Soc., 112,
1177-1194.
Lorenc, A., 1981: A Global Three-Dimensional Multivariate
Statistical Interpolation Scheme. Mon. Wea. Rev.,
Parrish, D. and J. Derber, 1992: The National Meteorological
Center's spectral statistical-interpolation analysis system. Mon. Wea.
Rev., 120, 1747-1763.
Rabier, F., and P. Courtier, 1992: Four-dimensional assimilation
in the presence of baroclinic instability. Quart. J. Roy. Meteor.
Soc., 118, 649-672.
Talagrand, O. and P. Courtier, 1987: Variational assimilation
of meteorological observations with the adjoint vorticity equation. I: Theory.
Quart. J. Roy. Meteor. Soc., 113, 1311-1328.
Thepaut, J.-N. and P. Courtier, 1991: Four-dimensional
data assimilation using the adjoint of a multi-level primitive-equation
model. Quart. J. Roy. Meteor. Soc., 117, 1225-1254.
Vukicevic, T., 1991: Nonlinear and Linear Evolution of
Initial Forecast Errors. Mon. Wea. Rev., 119,
1602-1611
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03.12.2001
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