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Markov Chain Modeling of Sequences of Lagged NWP Ensemble Probability Forecasts: An Exploration of Model Properties and Decision Support Applications
Publisher: American Meteorological Society
Abstract: It is shown that sequences of lagged ensemble-derived probability forecasts can be treated as being realizations of a discrete, finite-step Markov chain. A reforecast ensemble dataset is used to explore this idea for the ...
Diagnosing the Relative Impact of “Sneaks,” “Phantoms,” and Volatility in Sequences of Lagged Ensemble Probability Forecasts with a Simple Dynamic Decision Model
Publisher: American Meteorological Society
Abstract: Monte Carlo simulation of sequences of lagged ensemble probability forecasts is undertaken using Markov transition law estimated from a reforecast ensemble. A simple three-state, three-action dynamic decision model is then ...
Surface Cyclolysis in the North Pacific Ocean. Part III: Composite Local Energetics of Tropospheric-Deep Cyclone Decay Associated with Rapid Surface Cyclolysis
Publisher: American Meteorological Society
Abstract: Two regional local energetics composites of tropospheric-deep cyclone decay were constructed based upon 49 cyclones in the Gulf of Alaska region and 18 cyclones in the Bering Sea region whose decay was marked by rapid ...
Impact of Stochastic Convection on the Ensemble Transform
Publisher: American Meteorological Society
Abstract: The impact of stochastic convection on ensembles produced using the ensemble transform (ET) initial perturbation scheme is examined. This note compares the behavior of ensemble forecasts based only on initial ET perturbations ...
Evaluation of the Ensemble Transform Analysis Perturbation Scheme at NRL
Publisher: American Meteorological Society
Abstract: The ensemble transform (ET) scheme changes forecast perturbations into analysis perturbations whose amplitudes and directions are consistent with a user-provided estimate of analysis error covariance. A practical demonstration ...
Inducing Tropical Cyclones to Undergo Brownian Motion: A Comparison between Itô and Stratonovich in a Numerical Weather Prediction Model
Publisher: American Meteorological Society
Abstract: tochastic parameterization has become commonplace in numerical weather prediction (NWP) models used for probabilistic prediction. Here a specific stochastic parameterization will be related to the theory of stochastic ...
Impact of Resolution and Design on the U.S. Navy Global Ensemble Performance in the Tropics
Publisher: American Meteorological Society
Abstract: he performance of the U.S. Navy global atmospheric ensemble prediction system is examined with a focus on tropical winds and tropical cyclone tracks. Ensembles are run at a triangular truncation of T119, T159, and T239, ...
Regional Ensemble Forecasts Using the Ensemble Transform Technique
Publisher: American Meteorological Society
Abstract: A computationally inexpensive ensemble transform (ET) method for generating high-resolution initial perturbations for regional ensemble forecasts is introduced. The method provides initial perturbations that (i) have an ...