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content_container"> <dl class="object_meta object_column"><dt class="mask_label">Titel:</dt> <dd class="mask_value"><h1>AirfoilMNIST: A Large-Scale Dataset based on Two-Dimensional RANS Simulations of Airfoils</h1></dd> <dt class="mask_label">Dokumenttyp:</dt> <dd class="mask_value">Forschungsdaten</dd> <dt class="mask_label">Veröffentlichungsdatum:</dt> <dd class="mask_value">05.08.2024</dd> <dt class="mask_label">Verantwortlich:</dt> <dd class="mask_value"><a href="mailto:philipp.schlichter@tum.de" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">Schlichter, Philipp</a><img class="mediatum-icon-small" src="/static/img/email.svg"/></dd> <dt class="mask_label">Autorinnen / Autoren:</dt> <dd class="mask_value">Schlichter, Philipp; Reck, Michaela; Widmann, Sebastian; Indinger, Thomas</dd> <dt class="mask_label">Institutionszugehörigkeit:</dt> <dd class="mask_value">TUM</dd> <dt class="mask_label">Herausgeber:</dt> <dd class="mask_value">TUM</dd> <dt class="mask_label">Identifikator:</dt> <dd class="mask_value"><a href="https://doi.org/10.14459/2024mp1745500" target="_blank" title="In neuem Fenster anzeigen" class="mediatum-link-external">doi:10.14459/2024mp1745500</a></dd> <dt class="mask_label">Enddatum der Datenerzeugung:</dt> <dd class="mask_value">31.05.2024</dd> <dt class="mask_label">Fachgebiet:</dt> <dd class="mask_value">DAT Datenverarbeitung, Informatik; MAS Maschinenbau; MTA Technische Mechanik, Technische Thermodynamik, Technische Akustik; TEC Technik, Ingenieurwissenschaften (allgemein)</dd> <dt class="mask_label">Quellen der Daten:</dt> <dd class="mask_value">Simulationen / simulations</dd> <dt class="mask_label">Datentyp:</dt> <dd class="mask_value">Bilder / images</dd> <dt class="mask_label">Methode der Datenerhebung:</dt> <dd class="mask_value">The data for the AirfoilMNIST dataset was acquired using open-source tools, specifically Python and OpenFOAM. No proprietary software was used in the data acquisition process. The CFD data was generated using the server capacities from the chair of aerodynamics and fluid dynamics, which includes 15 server modules, each with an average of 12 cores and a RAM size of 128GB. Post-processing of the simulations was done using four NVIDIA GTX1080Ti GPUs.</dd> <dt class="mask_label">Beschreibung:</dt> <dd class="mask_value">AirfoilMNIST is a dataset of two-dimensional, RANS-based flow fields for NACA 4- and 5-series airfoils. The dataset consists of around 148,000 simulations for Mach numbers up to 0.6 and angles of attack ranging from −5 ≤ α ≤ 15. <br/> The dataset is divided into five subsets: <br/> - AirfoilMNIST-raw: Raw CFD output from the NacaFOAM pipeline. Size: 3.5TB.<br/> - AirfoilMNIST: Preprocessed version of AirfoilMNIST-raw subset. Size: 500GB.<br/> - AirfoilMNIST-incompressible: Subset of AirfoilMNIST with samples with M < 0.3. Total samples: 78,010. Size: 50GB.<br/> - BluffBodyExtension-raw: Raw CFD output from the BluffFOAM pipeline with 11,760 samples. Size: 125GB.<br/> - BluffBodyExtension: Preprocessed version of BluffBodyExtension-raw subset. Size: 12GB <br/> Preprocessed subsets have been interpolated onto a 256x256 uniform grid. For every combination of geometry and angle of attack, one random velocity is put in the test split.</dd> <dt class="mask_label">Links:</dt> <dd class="mask_value">Details and the sourcecode for the data generation are available via our homepage: <a href=" https://gitlab.lrz.de/2DAeroML" target="_blank"> https://gitlab.lrz.de/2DAeroML</a></dd> <dt class="mask_label">Schlagworte:</dt> <dd class="mask_value">AirfoilMNIST; dataset; CFD; airfoil; RANS; compressible; incompressible; neural networks; aerodynamics</dd> <dt class="mask_label">Technische Hinweise:</dt> <dd class="mask_value"><a href="https://dataserv.ub.tum.de/index.php/s/m1745500" target="_blank"> View (3,6 TB total, 312004 Files)</a><br/> The data server also offers <a href="ftp://m1745500:m1745500@dataserv.ub.tum.de:21" target="_blank">downloads with FTP</a><br/> The data server also offers downloads with rsync (password m1745500):<br/> <code>rsync rsync://m1745500@dataserv.ub.tum.de/m1745500/</code><br/><b>Note</b>: folder "airfoilMNIST-raw" is downloadable only via rsync</dd> <dt class="mask_label">Sprache:</dt> <dd class="mask_value">en</dd> <dt class="mask_label">Rechte:</dt> <dd class="mask_value">by-sa, http://creativecommons.org/licenses/by-sa/4.0</dd> <dt><a href="http://creativecommons.org/licenses/by-sa/4.0" class="mediatum-link-external"><img src="/static/img/by-sa.png" width="100"/></a> </dt> <dt class="action_icon"><a href="/export/1745500/bibtex" target="bibtexdocument" title="BibTeX Informationen in neuem Fenster öffnen" class="mediatum-link-mediatum"><img src="/static/img/bibtex.gif" class="mediatum-icon-small"/> BibTeX</a> </dt> </dl>  <div class="clear"></div> </div> <div class="clear"></div>  <div id="paths"><b>Vorkommen:</b><br/> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1481166" class="breadcrumb-delimiter mediatum-link-mediatum">Forschungsdaten</a><a href="/1459250" class="mediatum-link-mediatum">Maschinenbau</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/670273" class="breadcrumb-delimiter mediatum-link-mediatum">Einrichtungen</a><a href="/670274" class="breadcrumb-delimiter mediatum-link-mediatum">Schools </a><a href="/1631378" class="breadcrumb-delimiter mediatum-link-mediatum">TUM School of Engineering and Design</a><a href="/1631381" class="breadcrumb-delimiter mediatum-link-mediatum">Departments</a><a href="/1631389" class="breadcrumb-delimiter mediatum-link-mediatum">Engineering Physics and Computation</a><a href="/670517" class="breadcrumb-delimiter mediatum-link-mediatum">Lehrstuhl für Aerodynamik und Strömungsmechanik (Prof. Adams)</a><a href="/1730120" class="mediatum-link-mediatum">2024</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1481166" class="breadcrumb-delimiter mediatum-link-mediatum">Forschungsdaten</a><a href="/1459253" class="mediatum-link-mediatum">Datenverarbeitung, Informatik</a> </li> </ul> <ul> <li><a href="/604993" class="breadcrumb-delimiter mediatum-link-mediatum">mediaTUM Gesamtbestand</a><a href="/1481166" class="breadcrumb-delimiter mediatum-link-mediatum">Forschungsdaten</a><a href="/1518494" class="mediatum-link-mediatum">Technik der Verkehrsmittel</a> </li> </ul> </div>  </div> <div style="clear:both;"></div> </div> <div style="clear:both"></div> <div id="footer"><span class="footer_left"><a href="mailto:mediatum@ub.tum.de" class="customcontent mediatum-link-external">mediatum@ub.tum.de</a><a href="/?item=604993_15.html" class="customcontent mediatum-link-internal">Kontakt</a><a href="/?item=604993_17.html" class="customcontent mediatum-link-internal">Über mediaTUM</a><a href="/?item=604993_14.html" class="customcontent mediatum-link-internal">Hilfe</a></span><span class="footer_right"><a href="/?item=604993_12.html" class="customcontent mediatum-link-internal">Nutzungsrechte</a><a href="/?item=604993_9.html" class="customcontent mediatum-link-internal">Datenschutz</a><a href="/?item=604993_18.html" class="customcontent mediatum-link-internal">Barrierefreiheit</a><a href="https://www.ub.tum.de/impressum" class="customcontent mediatum-link-external">Impressum</a></span> </div> </div> </body> </html>