3 papers
physics.ao-ph2025
The Complete Anatomy of the Madden-Julian Oscillation Revealed by Artificial Intelligence
Xiao Zhou, Yuze Sun, Jie Wu +1
Accurately defining the life cycle of the Madden-Julian Oscillation (MJO), the dominant mode of intraseasonal climate variability, remains a foundational challenge due to its propa…
cs.LG2025
A Physics-Guided AI Cascaded Corrector Model Significantly Extends Madden-Julian Oscillation Prediction Skill
Xiao Zhou, Yuze Sun, Jie Wu +1
The Madden-Julian Oscillation (MJO) is an important driver of global weather and climate extremes, but its prediction in operational dynamical models remains challenging, with skil…
cs.LG2025
How to systematically develop an effective AI-based bias correction model?
Xiao Zhou, Yuze Sun, Jie Wu +1
This study introduces ReSA-ConvLSTM, an artificial intelligence (AI) framework for systematic bias correction in numerical weather prediction (NWP). We propose three innovations by…