Initialized Earth System prediction from subseasonal to decadal timescales

GA Meehl, JH Richter, H Teng, A Capotondi… - Nature Reviews Earth & …, 2021 - nature.com
Abstract Initialized Earth System predictions are made by starting a numerical prediction
model in a state as consistent as possible to observations and running it forward in time for …

Antarctic sea ice prediction with A convolutional long short-term memory network

X Dong, Q Yang, Y Nie, L Zampieri, J Wang, J Liu… - Ocean Modelling, 2024 - Elsevier
Antarctic sea ice predictions are becoming increasingly important scientifically and
operationally due to climate change and increased human activities in the region …

Subseasonal prediction of regional Antarctic sea ice by a deep learning model

Y Wang, X Yuan, Y Ren, M Bushuk… - Geophysical …, 2023 - Wiley Online Library
Antarctic sea ice concentration (SIC) prediction at seasonal scale has been documented, but
a gap remains at subseasonal scale (1–8 weeks) due to limited understanding of ice‐related …

SIPN South: Six years of coordinated seasonal Antarctic sea ice predictions

F Massonnet, S Barreira, A Barthélemy… - Frontiers in Marine …, 2023 - frontiersin.org
Antarctic sea ice prediction has garnered increasing attention in recent years, particularly in
the context of the recent record lows of February 2022 and 2023. As Antarctica becomes a …

Introduction to special collection:“Bridging weather and climate: subseasonal‐to‐seasonal (S2S) prediction”

AL Lang, K Pegion, EA Barnes - Journal of Geophysical …, 2020 - Wiley Online Library
This article acts as an introduction to the JGR‐Atmospheres Special Section titled “Bridging
Weather and Climate: Subseasonal‐to‐Seasonal (S2S) Prediction”. It outlines the major …

Seasonal prediction and predictability of regional Antarctic sea ice

M Bushuk, M Winton, FA Haumann… - Journal of …, 2021 - journals.ametsoc.org
Compared to the Arctic, seasonal predictions of Antarctic sea ice have received relatively
little attention. In this work, we utilize three coupled dynamical prediction systems developed …

A machine learning correction model of the winter clear-sky temperature bias over the Arctic sea ice in atmospheric reanalyses

L Zampieri, G Arduini, M Holland… - Monthly Weather …, 2023 - journals.ametsoc.org
Atmospheric reanalyses are widely used to estimate the past atmospheric near-surface state
over sea ice. They provide boundary conditions for sea ice and ocean numerical simulations …

Ocean‐sea ice processes and their role in multi‐month predictability of Antarctic sea ice

S Libera, W Hobbs, A Klocker, A Meyer… - Geophysical …, 2022 - Wiley Online Library
Antarctic sea ice is a critical component of the climate system and a vital habitat for Southern
Ocean ecosystems. Understanding the underlying physical processes and improving …

The year of polar prediction in the Southern hemisphere (YOPP-SH)

DH Bromwich, K Werner, B Casati… - Bulletin of the …, 2020 - journals.ametsoc.org
Abstract The Year of Polar Prediction in the Southern Hemisphere (YOPP-SH) had a special
observing period (SOP) that ran from 16 November 2018 to 15 February 2019, a period …

Multi-year simulations at kilometre scale with the Integrated Forecasting System coupled to FESOM2. 5 and NEMOv3. 4

T Rackow, X Pedruzo-Bagazgoitia… - Geoscientific Model …, 2025 - gmd.copernicus.org
We report on the first multi-year kilometre-scale global coupled simulations using ECMWF's
Integrated Forecasting System (IFS) coupled to both the NEMO and FESOM ocean–sea ice …