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Xiaowei Jia

3 papers indexed

openalexZenodo (CERN European Organization for Nuclear Research)2026-07-26

TIDE: Turbulent Incompressible DNS Ensembles - datasheet, code snapshot, and benchmark split manifest

Yilong Dai, Yiming Sun, Yuehua Chen, Shengyu Chen, Peyman Givi, Xiaowei Jia, et al.

TIDE is a physically diverse 3D turbulence benchmark dataset: 15 configurations of the same incompressible Navier-Stokes system along eight physics axes (forced isotropic, extended physics, free decay), each shipping 8-16 fully independent realizations at 256^3 in fp64 (134 traje…

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openalexZenodo (CERN European Organization for Nuclear Research)2026-07-26

TIDE: Turbulent Incompressible DNS Ensembles - datasheet, code snapshot, and benchmark split manifest

Yilong Dai, Yiming Sun, Yuehua Chen, Shengyu Chen, Peyman Givi, Xiaowei Jia, et al.

TIDE is a physically diverse 3D turbulence benchmark dataset: 15 configurations of the same incompressible Navier-Stokes system along eight physics axes (forced isotropic, extended physics, free decay), each shipping 8-16 fully independent realizations at 256^3 in fp64 (134 traje…

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arxivcs.LG2026-07-22

PIER: Physics-Informed Environmental Retrieval for Time-Series Modeling

Shiyuan Luo, Runlong Yu, Chonghao Qiu, Yue Qin, Rahul Ghosh, Robert Ladwig, et al.

Accurate modeling of environmental systems is fundamental to scientific understanding and decision-making, yet remains challenging because observations are limited and physical dynamics vary across systems. Retrieval-augmented approaches offer a natural path to transfer knowledge…

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