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Data Assimilation and Inverse Problems
Our Division for Data Assimilation (FE12) of the German Weather Service (DWD), a part of the German Ministery of Transport and Digital Infrastructure (BMVI), is working on data assimilation for numerical weather prediction (NWP). Our main task is to provide
- operational data assimilation for the global ICON NWP-model (13km resolution, 90 layers 75km height), run every 3 hours 24/7,
- with its mesoscale two-way-nesting area over Europe (6.5km resolution) and the
- high-resolution convection-permitting COSMO model over central Europe (2.8/2.2km resolution, 24km height) every hour 24/7.
This includes ensemble data assimilation for the ensemble prediction systems ICON-EPS (40/20km resolution) as well as COSMO-DE-EPS (2.8/2.2km resolution) and a mean (best) state estimator for the deterministic runs (13/6.5km and 2.8/2.2km). A core goal is to replace COSMO by the ICON-LAM model with 2/1km resolution over central Europe operationally in about 2020/21. We run a hybrid ensemble-variational data assimilation scheme (EnVar) globally and a Local Ensemble Transform Kalman Filter (4D-LETKF) for our reginal data assimilation.
Data Assimilation includes the use of a broad varity of both direct and remote sensing measurements from
- Ground Stations and Ships (SYNOP),
- Radio Sondes (TEMP) and dropsondes,
- Buoys,
- Air Planes (AMDAR, AIREP, ACAR, …),
- Atmospheric Motion Vectors (AMV),
- Scatterometers (SCAT),
- Infrared Sounders (IR),
- Microwave Sounders (MW) and Microwave Radiometers (MWR),
- LIDAR including Clound Bottom Height (CBH), Cloud Top Height (CTH), Backscatter Profiles, Line-of-Sight Winds (AEOLUS), Ceilometers,
- RADAR including RADAR Radial Winds, RADAR Reflectivity and RADAR Dual Polarization,
- GPS/GNSS including Radio Occultations (RO), Zenith Total Delay (ZTD), Slant Total Delay (STD),
- Cameras,
- Cars.
Geostationary satellites and polar orbiting satellites are used operationally, while a lot of research is going into the better use of hyperspectral observations (many thousand frequencies per observed atmospheric column) in particular over land and in cloudy situations. The observation and reconstruction of snow, ice, sea surface temperature, land surface temperature, coverage, emissivity and soil moisture is a very active area of research. Also, the observation and data assimilation of clouds and convective processes with high-impact phenomena such as thunderstorms, heavy rain and wind gusts with lead times from minutes to days is a special focus of our research.
The research of our group at the University of Reading, UK, is concerned with inverse problems and data assimilation in three areas:
- numerical weather prediction (NWP),
- cognitive neuroscience / neural field theory (NFT),
- inverse scattering problems / remote sensing.
These are extremely exciting areas scientifically and very important for society, for example for air traffic control, severe weather warnings and national energy supply, in medicine by medical imaging and for many industrial and environmental questions.
Workshop and Seminar News
2019
- November 27-29, 2019, Offenbach, Ger: IAFE Conference (Innovation in Applied Research and Development Programme of BMVI) with SINFONY Day (Seamless Integrated Forecasting System)
- September 24-26, 2019, Tianjin, China: Fifth International Symposium on Inverse Problems, Design and Optimization (IPDO2019), International Organizing Committee, Minisymposium Organizer
- September 13-15, 2019, Roma, Italy: COSMO General Meeting - the central COSMO working group meeting
- July 8-12, 2019, Leiden, NL: Minisymposium on Mathematical Neuroscience at EQUADIFF, invited talk
- June 2019 (TBC): Visit of Prof Takemasa Miyoshi and Dr. Shunji Kotsuki at DWD
- April 15-18, 2019, Reading, UK: Satellite Data Assimilation Work Meeting
- April 3-4, 2019, Exeter, UK: NWP-SAF Steering Group Meeting
- April 2-4, 2019, Potsdam, Germany: Workshop on Conservation Principles, Data, and Uncertainty in Atmosphere-Ocean Modelling, invited talk
- March 18-21, 2019, Offenbach, Germany: ICCARUS, the ICON- COSMO-CLM-ART USER SEMINAR, with talk
- Jan 21-24, 2019, Kobe, Japan: International Symposium on Data Assimilation 2019 ISDA 2019 Progamm, Scientific Organizing Committee
For more news see IP News and
IP Events!
Other News News RP 2018, News RP 2017, News RP 2016.
Group
My group consists of approximately 35-45 researchers on data assimilation and inverse problems in Frankfurt/Offenbach and Reading (UK), see group.