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University of Birmingham > Talks@bham > Physics and Astronomy Colloquia > Towards the next generation of hazardous weather prediction: observation uncertainty and data assimilation
Towards the next generation of hazardous weather prediction: observation uncertainty and data assimilationAdd to your list(s) Download to your calendar using vCal
If you have a question about this talk, please contact Yeshpal Singh. Weather forecasts play a vital part in our lives, with major impacts on society and the economy. Forecasts are initialised by combining recent observations of the weather with previous computational predictions using a constrained optimization process, known as data assimilation. Convection-permitting (km-scale) data assimilation systems have been used in research and operational numerical weather prediction for more than fifteen years. These systems have been proven to provide improved short-term (0-36 hour) forecasts, particularly for hazardous weather such as intense storms and fog. However, there are still many challenges to be addressed in these high-resolution systems. We will briefly review these broad challenges including multiscaling, spin-up, nonlinearity and model error. For the main focus of the presentation, we will consider the challenge of providing detailed observation information on appropriate scales in the analysis from a range of heterogeneous sources including remote sensing, aircraft and surface observations from conventional and unconventional sources. We will discuss the computational challenges of using many billions of observations in a near-real time operational weather forecasting system and give some new results that have potential for large speed up. This talk is part of the Physics and Astronomy Colloquia series. This talk is included in these lists:Note that ex-directory lists are not shown. |
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