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Han Zhang

Nanyang Technological University

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NP4Buoyancy: An End-to-End Differentiable Neural-Physics Framework for Buoyancy-Driven Flows

Number of pages: 28 Posted: 09 Feb 2026
Yu Jiao, Han Zhang, Tingkai Xue, Boyang Chen, Yang Juntao, Te Ba, Simon See, Kang Chang Wei, Claire E. Heaney, Christopher Pain and Hongying Li
Nanyang Technological University, Nanyang Technological University, Nanyang Technological University, Imperial College London, affiliation not provided to SSRN, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, NVIDIA, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, Imperial College London, Imperial College London and Nanyang Technological University
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Buoyancy-driven flows, Automatic differentiation, Inverse modelling, Geometric multigrid methods, Convolutionaloperators, Differentiable computational fluid dynamics