Variational Assimilation of Radio Occultation Observations into Numerical Weather Prediction Models: Equations, Strategies, and Algorithms

被引:10
作者
Gorbunov, Michael [1 ,2 ,3 ]
Stefanescu, Razvan [1 ]
Irisov, Vladimir [1 ]
Zupanski, Dusanka [1 ]
机构
[1] Spire Global Inc, 1825 33rd St,Suite 100, Boulder, CO 80301 USA
[2] Russian Acad Sci, AM Obukhov Inst Atmospher Phys, Pyzhevsky Per 3, Moscow 119017, Russia
[3] Hydrometeorol Res Ctr Russian Federat, B Predtechensky Per 11-13, Moscow 123242, Russia
关键词
radio occultation; variational assimilation; observation operators for bending angle and refractivity; GLOBAL POSITIONING SYSTEM; INTEGRATING UNCERTAINTY PROPAGATION; PHASE OBSERVATION OPERATOR; BENDING ANGLE; STATISTICAL OPTIMIZATION; IONOSPHERIC CORRECTION; EARTHS OBLATENESS; ERROR ESTIMATION; RETRIEVAL; IMPACT;
D O I
10.3390/rs11242886
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
We review different approaches to the variational assimilation of radio occultation (RO) observations into models of global atmospheric circulation. We derive the general equation for the bending angle that reduces to the Abel integral for a spherically layered atmosphere. We review the full 3-D observation operator for bending angles, which provides the strictest solution, but is also most computationally expensive. Commonly used is the 2-D approximation that allows treating rays as plane curve. We discuss a simple 1-D approach to the assimilation of bending angles. The observation operator based on the standard form of the Abel integral has a disadvantage, because it cannot account for waveguides. Alternative approaches use 1-D ray-tracing. The most straightforward way is to use the same framework as for the 3-D observation operator, with the refractivity field reduced to a single profile independent from the horizontal coordinates. An alternative 1-D ray-tracing approach uses the form of ray equation in a spherically layered medium that uses an invariant. The assimilation of refractivity has also 1-D and 3-D options. We derive a new simple form of the refractivity-mapping operator. We present the results of numerical tests of different 3-D and 1-D observation operators, based on Spire data.
引用
收藏
页数:22
相关论文
共 76 条
[1]   The two-dimensional resolution kernel associated with retrieval of ionospheric and atmospheric refractivity profiles by Abelian inversion of radio occultation phase data [J].
Ahmad, B ;
Tyler, GL .
RADIO SCIENCE, 1998, 33 (01) :129-142
[2]   Assimilation of GPS radio occultation data at DWD [J].
Anlauf, H. ;
Pingel, D. ;
Rhodin, A. .
ATMOSPHERIC MEASUREMENT TECHNIQUES, 2011, 4 (06) :1105-1113
[3]  
[Anonymous], 1996, 210 MAX PLANCK I MET
[4]  
ANTHES R, 1997, GEWEX NEWS, V7, P3
[5]  
Aparicio J., 2016, P JOINT OPAC 6 IROWG
[6]  
Arnold V., 1989, MATH METHODS CLASSIC, DOI 10.1007/978-1-4757-1693-1
[7]   Improving the bias characteristics of the ROPP refractivity and bending angle operators [J].
Burrows, C. P. ;
Healy, S. B. ;
Culverwell, I. D. .
ATMOSPHERIC MEASUREMENT TECHNIQUES, 2014, 7 (10) :3445-3458
[8]   Preliminary impact studies using global positioning system radio occultation profiles at NCEP [J].
Cucurull, L. ;
Derber, J. C. ;
Treadon, R. ;
Purser, R. J. .
MONTHLY WEATHER REVIEW, 2008, 136 (06) :1865-1877
[9]   Assimilation of global positioning system radio occultation observations into NCEP's global data assimilation system [J].
Cucurull, L. ;
Derber, J. C. ;
Treadon, R. ;
Purser, R. J. .
MONTHLY WEATHER REVIEW, 2007, 135 (09) :3174-3193
[10]   A bending angle forward operator for global positioning system radio occultation measurements [J].
Cucurull, L. ;
Derber, J. C. ;
Purser, R. J. .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2013, 118 (01) :14-28