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RISA Localized Adaptive Particle Filter within an Operational NWP Framework
Publisher: American Meteorological Society
Abstract: Particle filters are well known in statistics. They have a long tradition in the framework of ensemble data assimilation (EDA) as well as Markov chain Monte Carlo (MCMC) methods. A key challenge today is to employ such ...
Nonlinear Bias Correction for Satellite Data Assimilation Using Taylor Series Polynomials
Publisher: American Meteorological Society
Abstract: AbstractOutput from a high-resolution ensemble data assimilation system is used to assess the ability of an innovative nonlinear bias correction (BC) method that uses a Taylor series polynomial expansion of the ...
Convective-Scale Assimilation of Cloud Cover from Photographs Using a Machine Learning Forward Operator
Publisher: American Meteorological Society
Convective-Scale Assimilation of Cloud Cover from Photographs Using a Machine Learning Forward Operator
Publisher: American Meteorological Society
Classification and Fault Detection Methods for Fuel Cell Monitoring and Quality Control
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: In this paper, various types of fault detection methods for fuel cells are compared. For example, those that use a model based approach or a data driven approach or a combination of the two. The potential advantages and ...
Assessment of Progress and Status of Data Assimilation in Numerical Weather Prediction
Publisher: American Meteorological Society
Near-Realtime Quantitative Precipitation Estimation and Prediction (RealPEP)
Publisher: American Meteorological Society