Comparison of COSMIC and COSMIC-2 radio occultation refractivity and bending angle uncertainties in August 2006 and 2021

R Anthes, J Sjoberg, X Feng, S Syndergaard - Atmosphere, 2022 - mdpi.com
We compare the random error statistics (uncertainties) of COSMIC (Constellation Observing
System for Meteorology, Ionosphere and Climate, C1) and COSMIC-2 (C2) radio occultation …

Estimating individual radio occultation uncertainties using the observations and environmental parameters

J Sjoberg, R Anthes, H Zhang - Journal of Atmospheric and …, 2023 - journals.ametsoc.org
Estimation of uncertainties (random error statistics) of radio occultation (RO) observations is
important for their effective assimilation in numerical weather prediction (NWP) models …

The relationship between two methods for estimating uncertainties in data assimilation

R Todling, N Semane, R Anthes… - Quarterly Journal of the …, 2022 - Wiley Online Library
This article examines the relationship between two apparently unrelated methods for
estimating error statistics or uncertainties of relevance to data assimilation (DA). The first …

[HTML][HTML] Estimation of refractivity uncertainties and vertical error correlations in collocated radio occultations, radiosondes, and model forecasts

JK Nielsen, H Gleisner, S Syndergaard… - Atmospheric …, 2022 - amt.copernicus.org
Random uncertainties and vertical error correlations are estimated for three independent
data sets. The three collocated data sets are (1) refractivity profiles of radio occultation …

A non‐parametric way to estimate observation errors based on ensemble innovations

CC Hu, PJ Van Leeuwen… - Quarterly Journal of the …, 2024 - Wiley Online Library
Previous studies that inferred the observation error statistics from the innovation statistics
can only provide the second moment of the error probability density function (pdf). However …

Estimating Model Error Covariances with Artificial Neural Networks

M Bonavita, P Laloyaux - arXiv preprint arXiv:2209.11510, 2022 - arxiv.org
Methods to deal with systematic model errors are an increasingly important component of
modern data assimilation systems and their effectiveness has increased in recent years …

Structures of Error Covariance in Global Navigation Satellite System Reflectometry

C Powell - 2024 - deepblue.lib.umich.edu
Observations represent the largest cost driver in the environmental prediction enterprise.
This dissertation aims to enhance the return on investment for satellite observatories by …

Estimation of random error statistics in high-resolution radiosondes, ERA-Interim, and COSMIC radio occultation soundings in the northeast Pacific Ocean during the …

X Feng, R Anthes, J Sjoberg - Journal of Atmospheric and …, 2022 - journals.ametsoc.org
Random errors (uncertainties) in COSMIC radio occultation (RO) soundings, ERA-Interim
(ERAi) reanalyses, and high-resolution radiosondes (RS) are estimated in the northeast …

High-Dimensional Nonlinear Data Assimilation with Non-Gaussian Observation Errors for the Geosciences

CC Hu - 2023 - search.proquest.com
Data assimilation (DA) plays an indispensable role in modern weather forecasting. DA aims
to provide better initial conditions for the model by combining the model forecast and the …