Assimilation impact of early FORMOSAT-7/COSMIC-2 GNSS radio occultation data with Taiwan's CWB Global Forecast System

GY Lien, CH Lin, ZM Huang, WH Teng… - Monthly Weather …, 2021 - journals.ametsoc.org
Abstract The FORMOSAT-7/COSMIC-2 Global Navigation Satellite System (GNSS) Radio
Occultation (RO) satellite constellation was launched in June 2019 as a successor of the …

Ensemble Forecast Sensitivity to Observations Impact (EFSOI) applied to a regional data assimilation system over south-eastern South America

G Casaretto, ME Dillon, YG Skabar, JJ Ruiz… - Atmospheric …, 2023 - Elsevier
Observations that are assimilated into numerical weather prediction systems are conformed
by numerous data sets and their impact should be objectively evaluated. This can be …

On the properties of ensemble forecast sensitivity to observations

S Kotsuki, K Kurosawa, T Miyoshi - Quarterly Journal of the …, 2019 - Wiley Online Library
Evaluating impacts of observations on the skill of numerical weather prediction (NWP) is
important. The Ensemble Forecast Sensitivity to Observation (EFSO) provides an efficient …

The importance of appropriate verification metrics for the assessment of observation impact in a convection‐permitting modelling system

T Necker, M Weissmann… - Quarterly Journal of the …, 2018 - Wiley Online Library
Over the past 15 years, adjoint‐based, ensemble‐based and hybrid methods have been
developed for estimating observation impact based on the forecast sensitivity to observation …

Estimation of AMSU-A radiance observation impacts in an LETKF-based atmospheric global data assimilation system: Comparison with EFSO and observing system …

A Yamazaki, K Terasaki, T Miyoshi… - Weather and …, 2023 - journals.ametsoc.org
This work assesses the contribution of assimilating AMSU-A satellite-based radiance
measurements to a global data assimilation system based on an atmospheric general …

EFSO at different geographical locations verified with observing system experiments

A Yamazaki, T Miyoshi, J Inoue… - Weather and …, 2021 - journals.ametsoc.org
An ensemble-based forecast sensitivity to observations (EFSO) diagnosis has been
implemented in an atmospheric general circulation model–ensemble Kalman filter data …

Proactive quality control: Observing system simulation experiments with the Lorenz'96 model

TC Chen, E Kalnay - Monthly Weather Review, 2019 - journals.ametsoc.org
Proactive quality control (PQC) is a fully flow-dependent QC for observations based on the
ensemble forecast sensitivity to observations technique (EFSO). It aims at reducing the …

A study of forecast sensitivity to observations in the Bay of Bengal using LETKF

B Paul, B Baduru, A Paul - Frontiers in Marine Science, 2024 - frontiersin.org
Introduction Assimilating all available observations in numerical models may lead to
deterioration of the analysis. Ensemble Forecast Sensitivity to Observations (EFSO) is a …

Machine learning enables real‐time proactive quality control: A proof‐of‐concept study

T Honda, A Yamazaki - Geophysical Research Letters, 2024 - Wiley Online Library
To improve the forecast accuracy of numerical weather prediction, it is essential to obtain
better initial conditions by combining simulations and available observations via data …

Proactive quality control: Observing system experiments using the NCEP global forecast system

TC Chen, E Kalnay - Monthly Weather Review, 2020 - journals.ametsoc.org
Proactive quality control (PQC) is a fully flow dependent QC based on ensemble forecast
sensitivity to observations (EFSO). Past studies showed in several independent cases that …