Dataset Open Access
Tianyi Li; Luca Biferale; Fabio Bonaccorso; Martino A. Scarpolini; Michele Buzzicotti
{ "DOI": "10.15161/oar.it/143615", "abstract": "<p>This dataset forms the basis of our research paper "Synthetic Lagrangian Turbulence by Generative Diffusion Models" published in Nature Machine Intelligence. It is available for download from the open-access Smart-TURB portal: http://smart-turb.roma2.infn.it, in the TURB-Lagr repository (DOI: 10.48550/arXiv.2303.08662). Instructions on how to read the dataset can be found in the code repository at https://github.com/SmartTURB/diffusion-lagr.</p>\n\n<p>The files "Lagr_u1c_diffusion.h5" and "Lagr_u3c_diffusion.h5" are the datasets used to train the DM-1c and DM-3c models respectively. Correspondingly, "Lagr_u1c_diffusion-demo.h5" and "Lagr_u3c_diffusion-demo.h5" serve as their minimum datasets for testing the code. The files "samples_358400x2000x1_DM-1c.npz" and "samples_358400x2000x3_DM-3c.npz" are generated outputs from the DM-1c and DM-3c models. They support all the analyses presented in the paper.</p>", "author": [ { "family": "Tianyi Li" }, { "family": "Luca Biferale" }, { "family": "Fabio Bonaccorso" }, { "family": "Martino A. Scarpolini" }, { "family": "Michele Buzzicotti" } ], "id": "143615", "issued": { "date-parts": [ [ 2024, 1, 26 ] ] }, "language": "eng", "title": "Dataset for: Synthetic Lagrangian Turbulence by Generative Diffusion Models", "type": "dataset" }
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