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Lixin Qu

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Book Open access Aug 2026

From Surface to Depth: Diagnosing Ocean Vertical Velocity with 3D Frequency Operator

Ocean vertical velocity plays a crucial role in influencing heat exchange, water mass movement, and biogeochemical processes between the surface and deep waters. Due to the difficulty in directly measuring subsurface vertical velocity w, a promising approach is to diagnose w from high-resolution surface observations, l...

Haonan Qi, Bin Lu, Yimian Hu et al. · 0 citations
Book Open access Aug 2026

Hybrid Graph Learning Reconstructs Global Ocean Oxygen Spatiotemporal Changes

Jingwei is a 4D spatiotemporal graph transfer learning model that reconstructs ocean oxygen levels globally over the past six decades on a 1◦ x 1◦ grid, covering depths of 0-5500 meters, and foresee Jingwei revolutionizing observation-based ocean modeling and deepening the authors' understanding of the breathless ocean...

Bin Lu, Luyu Han, Ze Zhao et al. · 0 citations
Book Open access Aug 2026

From Surface to Depth: Diagnosing Ocean Vertical Velocity with 3D Frequency Operator

Ocean vertical velocity plays a crucial role in influencing heat exchange, water mass movement, and biogeochemical processes between the surface and deep waters. Due to the difficulty in directly measuring subsurface vertical velocity w, a promising approach is to diagnose w from high-resolution surface observations, l...

Haonan Qi, Bin Lu, Yimian Hu et al. · 0 citations
Book Open access Aug 2026

Hybrid Graph Learning Reconstructs Global Ocean Oxygen Spatiotemporal Changes

Jingwei is a 4D spatiotemporal graph transfer learning model that reconstructs ocean oxygen levels globally over the past six decades on a 1◦ x 1◦ grid, covering depths of 0-5500 meters, and foresee Jingwei revolutionizing observation-based ocean modeling and deepening the authors' understanding of the breathless ocean...

Bin Lu, Luyu Han, Ze Zhao et al. · 0 citations

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