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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao ZENODOarrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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NASA CRM Dataset

Authors: Saad, Hussain;

NASA CRM Dataset

Abstract

This dataset consists of graph-based PyTorch .pt files representing CFD-converged flow cases over the NASA Common Research Model (CRM) in the transonic regime (Mach 0.60 to 0.95, Angle of Attack −6° to +18°). Each file encodes a flow condition as a batched graph using DGL. Designed for training graph neural networks (GNNs) and Transformer-based architectures. The dataset is derived from CFD .dat files, which provide pressure coefficient (Cp) values at each node of CRM's surface mesh under various flight conditions. Dataset Split: Train: 90 cases Validation: 18 cases Test: 13 cases Each .pt file contains: A batched DGL graph (from multiple zones of a triangular unstructured surface mesh) Node features: [X, Y, Z, Cp] — 3D coordinates and pressure coefficient Global features: [Mach, AoA] inferred from the filename (e.g., MP75_A3P3.pt → Mach 0.75, AOA 3.3°) Edge features : Euclidean distance between connected nodes Relative angle with respect to the global x-axis ---

Related Organizations
Keywords

Transonic Aerodynamics, NASA CRM CFD_ML

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average