Ship collision avoidance methods: State-of-the-art

Y Huang, L Chen, P Chen, RR Negenborn… - Safety science, 2020 - Elsevier
Collision prevention is critical for navigation safety at sea. At early ages, researchers aimed
at developing navigational assistance systems for enhancing situational awareness of …

Linking climate c hange modelling to impacts studies

HJ Fowler, S Blenkinsop, C Tebaldi - 2007 - taccire.sua.ac.tz
There is now a large published literature on the strengths and weaknesses of downscaling
methods for different climatic variables, in different regions and seasons. However, little …

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 …

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 …

Enforcing analytic constraints in neural networks emulating physical systems

T Beucler, M Pritchard, S Rasp, J Ott, P Baldi… - Physical Review Letters, 2021 - APS
Neural networks can emulate nonlinear physical systems with high accuracy, yet they may
produce physically inconsistent results when violating fundamental constraints. Here, we …

Earth system modeling 2.0: A blueprint for models that learn from observations and targeted high‐resolution simulations

T Schneider, S Lan, A Stuart… - Geophysical Research …, 2017 - Wiley Online Library
Climate projections continue to be marred by large uncertainties, which originate in
processes that need to be parameterized, such as clouds, convection, and ecosystems. But …

The use of the multi-model ensemble in probabilistic climate projections

C Tebaldi, R Knutti - … transactions of the royal society A …, 2007 - royalsocietypublishing.org
Recent coordinated efforts, in which numerous climate models have been run for a common
set of experiments, have produced large datasets of projections of future climate for various …

Forecasting seasonal outbreaks of influenza

J Shaman, A Karspeck - Proceedings of the National …, 2012 - National Acad Sciences
Influenza recurs seasonally in temperate regions of the world; however, our ability to predict
the timing, duration, and magnitude of local seasonal outbreaks of influenza remains limited …

Seasonal climate predictability and forecasting: status and prospects

FJ Doblas‐Reyes, J García‐Serrano… - Wiley …, 2013 - Wiley Online Library
Seasonal climate forecasts occupy an intermediate zone between weather forecasting and
climate projections. They share with the numerical weather prediction the difficulty of …

Stochastic representations of model uncertainties at ECMWF: State of the art and future vision

M Leutbecher, SJ Lock, P Ollinaho… - Quarterly Journal of …, 2017 - Wiley Online Library
Members in ensemble forecasts differ due to the representations of initial uncertainties and
model uncertainties. The inclusion of stochastic schemes to represent model uncertainties …