--- dataset_info: - config_name: geometry features: - name: node_coordinates_x list: float64 - name: node_coordinates_y list: float64 splits: - name: default num_bytes: 7176 num_examples: 1 download_size: 8275 dataset_size: 7176 - config_name: parameters features: - name: angle_of_attack dtype: float64 splits: - name: default num_bytes: 800 num_examples: 100 download_size: 1465 dataset_size: 800 - config_name: snapshots features: - name: pressure list: float64 - name: wall_shear_stress list: float64 splits: - name: default num_bytes: 717600 num_examples: 100 download_size: 810975 dataset_size: 717600 configs: - config_name: geometry data_files: - split: default path: geometry/default-* - config_name: parameters data_files: - split: default path: parameters/default-* - config_name: snapshots data_files: - split: default path: snapshots/default-* --- # Airfoil Transonic Flow - Boundary Dataset ## Dataset Description This dataset contains transonic flow simulations around an airfoil, focusing on boundary (airfoil surface) quantities with varying angle of attack. ### Dataset Summary The Airfoil Transonic Boundary dataset provides numerical simulations of compressible transonic flow around an airfoil profile. The dataset focuses on aerodynamic quantities at the airfoil surface (boundary), including pressure and wall shear stress distributions, making it valuable for aerodynamic analysis, design optimization, and machine learning applications in aerospace engineering. ## Dataset Structure ### Data Instances The dataset consists of three configurations: - **geometry**: Airfoil surface node coordinates - **snapshots**: Aerodynamic field solutions at the boundary - **parameters**: Flow condition parameters (angle of attack) ### Data Fields #### Geometry Configuration - `node_coordinates_x`: Sequence of x-coordinates of airfoil surface nodes (float64) - `node_coordinates_y`: Sequence of y-coordinates of airfoil surface nodes (float64) #### Snapshots Configuration - `pressure`: Pressure distribution along the airfoil surface (float64) - `wall_shear_stress`: Wall shear stress distribution along the airfoil surface (float64) #### Parameters Configuration - `angle_of_attack`: angle of attack for each simulation (float64) ### Data Splits - `default`: Contains all simulations with varying angle of attack ## Dataset Creation ### Source Data The dataset was generated using computational fluid dynamics simulations of the Euler equations for compressible transonic flow around an airfoil. The transonic regime is characterized by mixed subsonic and supersonic flow regions, often exhibiting shock waves. ### Preprocessing Only boundary quantities (at the airfoil surface) are included in this dataset. Solutions are stored as 1D arrays corresponding to the nodes on the airfoil surface. ## Usage ```python from datasets import load_dataset import numpy as np import matplotlib.pyplot as plt # Load geometry ds_geom = load_dataset("SISSAmathLab/airfoil-transonic-boundary", name="geometry") # Load snapshots ds_data = load_dataset("SISSAmathLab/airfoil-transonic-boundary", name="snapshots") # Load parameters ds_params = load_dataset("SISSAmathLab/airfoil-transonic-boundary", name="parameters") # Visualize pressure distribution on airfoil surface pts_x = np.asarray(ds_geom['default']['node_coordinates_x']).flatten() pts_y = np.asarray(ds_geom['default']['node_coordinates_y']).flatten() pressure = ds_data['default']['pressure'][0] angle_of_attack = ds_params['default']['angle_of_attack'][0] plt.figure(figsize=(12, 4)) plt.scatter(pts_x, pts_y, c=pressure, cmap='RdBu_r', s=20) plt.colorbar(label='Pressure') plt.title(f'Airfoil Surface Pressure (angle of attack={angle_of_attack:.2f})') plt.xlabel('x') plt.ylabel('y') plt.axis('equal') plt.grid(True, alpha=0.3) plt.show() ``` ## Related Datasets See also: **Airfoil Transonic Internal** dataset for flow field quantities in the internal domain around the airfoil. ## Contact For questions or issues, please contact SISSA mathLab.