Dataset Open Access
Tianyi Li; Luca Biferale; Fabio Bonaccorso; Martino A. Scarpolini; Michele Buzzicotti
{ "@context": "https://schema.org/", "@id": "https://doi.org/10.15161/oar.it/143615", "@type": "Dataset", "citation": [ { "@id": "https://doi.org/10.48550/arXiv.2303.08662", "@type": "CreativeWork" } ], "creator": [ { "@type": "Person", "affiliation": "Department of Physics and INFN, University of Rome \"Tor Vergata\"", "name": "Tianyi Li" }, { "@type": "Person", "affiliation": "Department of Physics and INFN, University of Rome \"Tor Vergata\"", "name": "Luca Biferale" }, { "@type": "Person", "affiliation": "Department of Physics and INFN, University of Rome \"Tor Vergata\"", "name": "Fabio Bonaccorso" }, { "@type": "Person", "affiliation": "Department of Industrial Engineering, University of Rome \"Tor Vergata\"", "name": "Martino A. Scarpolini" }, { "@type": "Person", "affiliation": "Department of Physics and INFN, University of Rome \"Tor Vergata\"", "name": "Michele Buzzicotti" } ], "datePublished": "2024-01-26", "description": "<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>", "distribution": [ { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/Lagr_u1c_diffusion-demo.h5", "fileFormat": "h5" }, { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/Lagr_u1c_diffusion.h5", "fileFormat": "h5" }, { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/Lagr_u3c_diffusion-demo.h5", "fileFormat": "h5" }, { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/Lagr_u3c_diffusion.h5", "fileFormat": "h5" }, { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/samples_358400x2000x1_DM-1c.npz", "fileFormat": "npz" }, { "@type": "DataDownload", "contentUrl": "https://www.openaccessrepository.it/api/files/91f226dc-a229-44a5-9e49-cd9692ce7799/samples_358400x2000x3_DM-3c.npz", "fileFormat": "npz" } ], "identifier": "https://doi.org/10.15161/oar.it/143615", "inLanguage": { "@type": "Language", "alternateName": "eng", "name": "English" }, "keywords": [ "Lagrangian turbulence", "Generative diffusion model" ], "license": "https://creativecommons.org/licenses/by/4.0/", "name": "Dataset for: Synthetic Lagrangian Turbulence by Generative Diffusion Models", "url": "https://www.openaccessrepository.it/record/143615" }
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