Accurate medium-range global weather forecasting with 3D neural networks

K Bi, L Xie, H Zhang, X Chen, X Gu, Q Tian - Nature, 2023 - nature.com
Weather forecasting is important for science and society. At present, the most accurate
forecast system is the numerical weather prediction (NWP) method, which represents …

Learning skillful medium-range global weather forecasting

R Lam, A Sanchez-Gonzalez, M Willson, P Wirnsberger… - Science, 2023 - science.org
Global medium-range weather forecasting is critical to decision-making across many social
and economic domains. Traditional numerical weather prediction uses increased compute …

Pangu-weather: A 3d high-resolution model for fast and accurate global weather forecast

K Bi, L Xie, H Zhang, X Chen, X Gu, Q Tian - arXiv preprint arXiv …, 2022 - arxiv.org
In this paper, we present Pangu-Weather, a deep learning based system for fast and
accurate global weather forecast. For this purpose, we establish a data-driven environment …

A review of recent advances (2018–2021) on tropical cyclone intensity change from operational perspectives, part 1: Dynamical model guidance

Z Zhang, W Wang, JD Doyle, J Moskaitis… - … Cyclone Research and …, 2023 - Elsevier
This review summarizes the rapporteur report on tropical cyclone (TC) intensity change from
the operational perspective, as presented to the 10th International Workshop on TCs (IWTC …

Coupled data assimilation at ECMWF: Current status, challenges and future developments

P de Rosnay, P Browne, E de Boisséson… - Quarterly Journal of …, 2022 - Wiley Online Library
This article presents coupled data assimilation (DA) activities at the European Centre for
Medium‐Range Weather Forecasts (ECMWF). Coupled DA is an essential component of the …

FuXi-Extreme: Improving extreme rainfall and wind forecasts with diffusion model

X Zhong, L Chen, J Liu, C Lin, Y Qi, H Li - Science China Earth Sciences, 2024 - Springer
Significant advancements in the development of machine learning (ML) models for weather
forecasting have produced remarkable results. State-of-the-art ML-based weather forecast …

Assimilation of AMSU-A in all-sky conditions

DI Duncan, N Bormann, AJ Geer… - Monthly Weather …, 2022 - journals.ametsoc.org
Radiances from microwave temperature sounders have been assimilated operationally at
ECMWF for two decades, but observations significantly affected by clouds and precipitation …

Wind–wave interaction for strong winds

PAEM Janssen, JR Bidlot - Journal of Physical Oceanography, 2023 - journals.ametsoc.org
In this paper, we revisit the problem of wind–wave interaction with emphasis on strong
winds. For these events, it is assumed that nonlinearity is so large that the slope of the wind …

[HTML][HTML] Track forecast: Operational capability and new techniques-Summary from the Tenth International Workshop on Tropical Cyclones (IWTC-10)

A Conroy, H Titley, R Rivett, X Feng, J Methven… - … Cyclone Research and …, 2023 - Elsevier
In this paper, we summarize findings from the Tenth International Workshop on Tropical
Cyclones (IWTC-10) subgroup on operational track forecasting techniques and capability …

[HTML][HTML] 2021 年西北太平洋和南海台风预报精度评定

杨梦琪, 陈国民, 张喜平, 白莉娜, 万日金, 曹庆 - 气象, 2023 - qxqk.nmc.cn
以中国气象局上海台风研究所整编的“西北太平洋热带气旋最佳路径数据集” 为基准,
评定了2021 年西北太平洋和南海海域共22 个编号台风的定位定强精度以及路径, 强度 …