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    Spatial and Temporal Scales of Boundary Layer Wind Predictability in Response to Small-Amplitude Land Surface Uncertainty 

    Source: Journal of the Atmospheric Sciences:;2010:;Volume( 067 ):;issue: 001:;page 217
    Author(s): Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: Predictability experiments with the Weather Research and Forecast (WRF) model as a proxy for the atmosphere are analyzed to quantify the spatial and temporal scales of boundary layer wind response to land surface perturbations. ...
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    Nudging, Ensemble, and Nudging Ensembles for Data Assimilation in the Presence of Model Error 

    Source: Monthly Weather Review:;2015:;volume( 143 ):;issue: 007:;page 2600
    Author(s): Lei, Lili; Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: bjective data assimilation methods such as variational and ensemble algorithms are attractive from a theoretical standpoint. Empirical nudging approaches are computationally efficient and can get around some amount of model ...
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    Multivariate Ensemble Sensitivity with Localization 

    Source: Monthly Weather Review:;2015:;volume( 143 ):;issue: 006:;page 2013
    Author(s): Hacker, Joshua P.; Lei, Lili
    Publisher: American Meteorological Society
    Abstract: nsemble sensitivities have proven a useful alternative to adjoint sensitivities for large-scale dynamics, but their performance in multiscale flows has not been thoroughly examined. When computing sensitivities, the analysis ...
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    Ensemble Kalman Filter Assimilation of Fixed Screen-Height Observations in a Parameterized PBL 

    Source: Monthly Weather Review:;2005:;volume( 133 ):;issue: 011:;page 3260
    Author(s): Hacker, Joshua P.; Snyder, Chris
    Publisher: American Meteorological Society
    Abstract: In situ surface layer observations are a rich data source that could be more effectively utilized in NWP applications. If properly assimilated, data from existing mesonets could improve initial conditions and lower boundary ...
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    Observation and model bias estimation in the presence of either or both sources of error 

    Source: Monthly Weather Review:;2017:;volume( 145 ):;issue: 007:;page 2683
    Author(s): Lorente-Plazas, Raquel; Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: n numerical weather prediction and in reanalysis, robust approaches for observation bias correction are necessary to approach optimal data assimilation. The success of bias correction can be limited by model errors. Here, ...
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    The Potential for Self-Organizing Maps to Identify Model Error Structures 

    Source: Monthly Weather Review:;2013:;volume( 142 ):;issue: 004:;page 1688
    Author(s): Kolczynski, Walter C.; Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: n important aspect of numerical weather model improvement is the identification of deficient areas of the model, particularly deficiencies that are flow dependent or otherwise vary in time or space. Here the authors introduce ...
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    A Practical Approach to Sequential Estimation of Systematic Error on Near-Surface Mesoscale Grids 

    Source: Weather and Forecasting:;2007:;volume( 022 ):;issue: 006:;page 1257
    Author(s): Hacker, Joshua P.; Rife, Daran L.
    Publisher: American Meteorological Society
    Abstract: Statistical analysis arguments are used to construct an estimation algorithm for systematic error of near-surface temperatures on a mesoscale grid. The systematic error is defined as the observed running-mean error, and ...
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    The Roles of Surface-Observation Ensemble Assimilation and Model Complexity for Nowcasting of PBL Profiles: A Factor Separation Analysis 

    Source: Weather and Forecasting:;2010:;volume( 025 ):;issue: 006:;page 1670
    Author(s): Rostkier-Edelstein, Dorita; Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: Recent results showed the ability of surface-observation assimilation with a single-column model (SCM) and an ensemble filter (EF) to skillfully estimate the vertical structure of the PBL when only climatological information ...
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    PBL State Estimation with Surface Observations, a Column Model, and an Ensemble Filter 

    Source: Monthly Weather Review:;2007:;volume( 135 ):;issue: 008:;page 2958
    Author(s): Hacker, Joshua P.; Rostkier-Edelstein, Dorita
    Publisher: American Meteorological Society
    Abstract: Following recent results showing the potential for using surface observations of temperature, water vapor mixing ratio, and winds to determine PBL profiles, this paper reports on experiments with real observations. A 1D ...
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    Impact of Flow Dependence, Column Covariance, and Forecast Model Type on Surface-Observation Assimilation for Probabilistic PBL Profile Nowcasts 

    Source: Weather and Forecasting:;2012:;volume( 028 ):;issue: 001:;page 29
    Author(s): Rostkier-Edelstein, Dorita; Hacker, Joshua P.
    Publisher: American Meteorological Society
    Abstract: probabilistic verification and factor-separation analysis (FSA) elucidate skillful nowcasts of planetary boundary layer (PBL) temperature, moisture, and wind profiles with a single-column model (SCM) and ensemble filter ...
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