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2 results for “Adaptive Kalman Filter”

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zenodo36/100

Implementation of an adaptive bias-aware extended Kalman filter for sea-ice data assimilation in the HARMONIE-AROME numerical weather prediction system: numerical experiments

<p>This data set provides the post-processed output of the numerical experiments performed to assess the possible effects of applying sea ice data assimilation within the&nbsp;surface analysis procedure of the HARMONIE-AROME NWP system. Results of&nbsp;five numerical experiments are provided:</p> <ul> <li>HA-REF&nbsp;&ndash; reference experiment <em>without</em> sea ice data assimilation applied,&nbsp;and with blending for upper-air initialization</li> <li>HA-EKF&nbsp;&ndash; sensitivity experiment with sea ice data assimilation applied, and with blending for upper-air initialization</li> <li>3DVAR-REF&nbsp;&ndash; reference experiment <em>without</em> sea ice data assimilation applied, and with 3DVAR for the upper-air analysis</li> <li>3DVAR-EKF&nbsp;&ndash; sensitivity experiment with sea ice data assimilation applied, and with 3DVAR for the upper-air analysis</li> <li>3DVAR-EKF-TS&nbsp;&ndash; sensitivity experiment with sea ice data assimilation, and with 3DVAR for the upper-air analysis using coupled surface and atmospheric&nbsp;data assimilation procedures</li> </ul> <p>For the HA-REF and HA-EKF experiments&nbsp;a&nbsp;subset of the gridded model output is provided; for the 3DVAR-REF, 3DVAR-EKF and 3DVAR-EKF-TS experiments a subset of the gridded model output and model data extracted at the positions of the SYNOP and TEMP stations within the model domain are provided. Additionally, in-situ observations, covering the same time period as the 3DVAR-REF, 3DVAR-EKF, 3DVAR-EKF-TS experiments, are provided.</p>

opencc-by-4.0Mar 2021View details →
zenodo20/100

Supplementary Material for manuscript 'A Novel Adaptive Factor-based H∞ Cubature Kalman Filter for Autonomous Underwater Vehicle'

<p>composed of &nbsp;simulation codes and experiment datas.</p>

opencc-by-4.0Apr 2020View details →

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