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KaiYin Du on Muck Rack

KaiYin Du

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Articles

Spatiotemporal cross-attention hybrid network for weather forecasting in complex terrain

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By Haiwei Sang, Yongtao Wang, Qiao Wang, Jian Liu, Yuling Chen, Zongyun Yang, KaiYin Du, LianYan Mou
| Nature Verified
Abstract Weather forecasting in complex terrain, such as the karst landscapes of Guizhou, faces the dual challenge of capturing microscale topographic effects and macroscale atmospheric dynamics. Existing models often struggle to balance local spatiotemporal patterns with long-range dependencies. To address this, we present a novel hybrid architecture that integrates ConvLSTM and Transformer via a Spatiotemporal Cross-Attention (STCA) mechanism.
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