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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Shu-Ji Sun

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Open access Aug 2026

Deep learning for multi-step forecasting of stratospheric wind and temperature profiles over the Tibetan plateau

The MTPV-HDRNet model is proposed as a fixed-site, multi-level intelligent forecasting model driven by ECMWF ERA5 pressure-level reanalysis data, adopting a hybrid encoder–decoder architecture that explicitly represents temporal evolution and vertical stratification in a decoupled but complementary manner.

Xue-cai Zhang, Zonghua Ding, Shu-Ji Sun et al. · 0 citations
2026

PINA-Net: Physics-Constrained Nonautoregressive Network for Spatiotemporal Meteorological Forecasting in Complex Maritime Environments

Accurate regional weather forecasting in complex maritime environments is challenging due to intricate atmospheric dynamics. While deep learning presents a promising alternative to numerical weather prediction (NWP), current paradigms face an inherent tradeoff. Autoregressive (AR) models suffer from recursive error acc...

Yi Yan, Jiangting Li, Yuxuan Wang et al. · 0 citations

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