logo
ResearchBunny Logo
Evaluation of five global AI models for predicting weather in Eastern Asia and Western Pacific

Earth Sciences

Evaluation of five global AI models for predicting weather in Eastern Asia and Western Pacific

C. Liu, K. Hsu, et al.

Discover the latest in machine learning-based weather prediction! This study, conducted by a team of dedicated researchers, evaluates five cutting-edge models applied to Eastern Asia and the Western Pacific. FengWu takes the lead in accuracy, particularly for typhoon tracking. Don't miss out on these exciting findings from Cheng-Chin Liu, Kathryn Hsu, and their colleagues!

00:00
00:00
Playback language: English
Abstract
This study compares five global machine learning-based weather prediction (MLWP) models (Pangu-Weather, FourCastNet v2, GraphCast, FuXi, and FengWu) using identical ERA5 initial conditions in Eastern Asia and the Western Pacific from June to November 2023. FengWu showed the best performance, followed by FuXi and GraphCast, with FCN2 and Pangu-Weather ranking lower. A multi-model ensemble improved performance, rivaling FengWu. FengWu had the most accurate typhoon track predictions but the largest intensity errors.
Publisher
npj Climate and Atmospheric Science
Published On
Sep 28, 2024
Authors
Cheng-Chin Liu, Kathryn Hsu, Melinda S. Peng, Der-Song Chen, Pao-Liang Chang, Ling-Feng Hsiao, Chin-Tzu Fong, Jing-Shan Hong, Chia-Ping Cheng, Kuo-Chen Lu, Chia-Rong Chen, Hung-Chi Kuo
Tags
machine learning
weather prediction
typhoon tracking
ensemble modeling
Eastern Asia

Related Publications

Explore these studies to deepen your understanding of the subject.

Comparing role of religion in perception of the COVID-19 vaccines in Africa and Asia Pacific
Health and Fitness

Comparing role of religion in perception of the COVID-19 vaccines in Africa and Asia Pacific

S. Jin, A. R. Cook, et al.

A comparative study of COVID-19 transcriptional signatures between clinical samples and preclinical cell models in the search for disease master regulators and drug repositioning candidates
Medicine and Health

A comparative study of COVID-19 transcriptional signatures between clinical samples and preclinical cell models in the search for disease master regulators and drug repositioning candidates

H. Chapola, M. A. D. Bastiani, et al.

Randomised controlled trial and economic evaluation of a targeted cancer awareness intervention for adults living in deprived areas of the UK
Medicine and Health

Randomised controlled trial and economic evaluation of a targeted cancer awareness intervention for adults living in deprived areas of the UK

Y. Moriarty, M. Lau, et al.

Environmental-social-economic footprints of consumption and trade in the Asia-Pacific region
Environmental Studies and Forestry

Environmental-social-economic footprints of consumption and trade in the Asia-Pacific region

L. Yang, Y. Wang, et al.

Listen, Learn & Level Up
Over 10,000 hours of research content in 25+ fields, available in 12+ languages.
No more digging through PDFs, just hit play and absorb the world's latest research in your language, on your time.
listen to research audio papers with researchbunny