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Examination of Analysis and Forecast Errors of High-Resolution Assimilation, Bias Removal, and Digital Filter Initialization with an Ensemble Kalman Filter
Publisher: American Meteorological Society
Abstract: esoscale atmospheric data assimilation is becoming an integral part of numerical weather prediction. Modern computational resources now allow assimilation and subsequent forecasting experiments ranging from resolutions of ...
Improving High-Impact Forecasts through Sensitivity-Based Ensemble Subsets: Demonstration and Initial Tests
Publisher: American Meteorological Society
Abstract: nsemble sensitivity can reveal features in the flow at early forecast times that are relevant to the predictability of chosen high-impact forecast aspects (e.g., heavy precipitation) later in time. In an operational ...
Nonlinear Characteristics of Ensemble Perturbation Evolution and Their Application to Forecasting High-Impact Events
Publisher: American Meteorological Society
Abstract: nsemble forecasting is becoming an increasingly important aspect of numerical weather prediction. As ensemble perturbation evolution becomes more nonlinear as a forecast evolves, the ensemble mean can diverge from the model ...
Toward the Improvement of High-Impact Probabilistic Forecasts with a Sensitivity-Based Convective-Scale Ensemble Subsetting Technique
Publisher: American Meteorological Society
Exploring the Value of a High-Precision Targeted Observation Strategy for Mobile Radiosonde Deployment
Publisher: American Meteorological Society
Comparing Adjoint- and Ensemble-Sensitivity Analysis with Applications to Observation Targeting
Publisher: American Meteorological Society
Abstract: The sensitivity of numerical weather forecasts to small changes in initial conditions is estimated using ensemble samples of analysis and forecast errors. Ensemble sensitivity is defined here by linear regression of analysis ...
Ensemble Sensitivity Analysis of Wind Ramp Events with Applications to Observation Targeting
Publisher: American Meteorological Society
Abstract: ind ramps present a significant challenge to the wind energy industry and are a source of inefficiency for wind farm owners and power grid operators. One approach to investigating wind ramp predictability is ensemble ...
The Variability of Adjoint Sensitivity with Respect to Model Physics and Basic-State Trajectory
Publisher: American Meteorological Society
Abstract: Adjoint sensitivity fields have generally been viewed deterministically in the atmospheric science literature. However, uncertainty exists in the components of the adjoint model, such as the physics and the basic-state ...
Predictability Characteristics of Landfalling Cyclones along the North American West Coast
Publisher: American Meteorological Society
Abstract: he predictability of North Pacific cyclones can vary widely, from highly accurate prediction of storm intensity and location to forecast position errors of hundreds of kilometers and central pressure errors of tens of ...
Ensemble Sensitivity Analysis Applied to a Southern Plains Convective Event
Publisher: American Meteorological Society
Abstract: orecast sensitivity of an April 2012 severe convection event in northern Texas is investigated with a high-resolution Weather Research and Forecasting (WRF) Model?based ensemble Kalman filter (EnKF). Through ensemble ...
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