--- dataset_info: - config_name: geometry features: - name: node_coordinates_x list: float64 - name: node_coordinates_y list: float64 - name: connectivity list: list: int32 splits: - name: default num_bytes: 62508 num_examples: 1 download_size: 35333 dataset_size: 62508 - config_name: parameters features: - name: youngs_modulus list: float64 splits: - name: default num_bytes: 46000 num_examples: 500 download_size: 54144 dataset_size: 46000 - config_name: snapshots features: - name: displacement_x list: float64 - name: displacement_y list: float64 splits: - name: default num_bytes: 10772000 num_examples: 500 download_size: 11268439 dataset_size: 10772000 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-* --- # Elastic Block Dataset ## Dataset Description This dataset contains structural mechanics simulations of an elastic block under varying Young's modulus parameters. ### Dataset Summary The Elastic Block dataset provides numerical simulations of elastic deformation in a 2D block with parametrized material properties. The dataset includes displacement fields in both x and y directions, making it suitable for reduced-order modeling, surrogate modeling, and machine learning applications in structural mechanics. ## Dataset Structure ### Data Instances The dataset consists of three configurations: - **geometry**: Mesh information (nodes and connectivity) - **snapshots**: Displacement field solutions - **parameters**: Young's modulus values for each simulation ### Data Fields #### Geometry Configuration - `node_coordinates_x`: Sequence of x-coordinates of mesh nodes (float64) - `node_coordinates_y`: Sequence of y-coordinates of mesh nodes (float64) - `connectivity`: Sequence of element connectivity (triangular elements, int32) #### Snapshots Configuration - `displacement_x`: Displacement field in x-direction at each node (float64) - `displacement_y`: Displacement field in y-direction at each node (float64) #### Parameters Configuration - `youngs_modulus`: Young's modulus parameter for each simulation (float64) ### Data Splits - `default`: Contains all simulations ## Dataset Creation ### Source Data The dataset was generated using finite element simulations of linear elasticity with varying Young's modulus parameters. ### Preprocessing Displacement solutions are stored as 1D arrays (one for each direction) corresponding to the nodal values on the mesh. ## Usage ```python from datasets import load_dataset import numpy as np import matplotlib.pyplot as plt import matplotlib.tri as mtri # Load geometry ds_geom = load_dataset("SISSAmathLab/elastic-block", name="geometry") # Load snapshots ds_data = load_dataset("SISSAmathLab/elastic-block", name="snapshots") # Load parameters ds_params = load_dataset("SISSAmathLab/elastic-block", name="parameters") # Visualize displacement field for first simulation pts_x = np.asarray(ds_geom['default']['node_coordinates_x']).flatten() pts_y = np.asarray(ds_geom['default']['node_coordinates_y']).flatten() connectivity = ds_geom['default']['connectivity'][0] displacement_x = np.asarray(ds_data['default']['displacement_x'][0]) triang = mtri.Triangulation(pts_x, pts_y, connectivity) plt.tripcolor(triang, displacement_x) plt.colorbar(label='Displacement X') plt.title('Elastic Block - X Displacement') plt.xlabel('x') plt.ylabel('y') plt.axis('equal') plt.show() ``` ## Contact For questions or issues, please contact SISSA mathLab.