{ "license": "ODC-By v1.0", "license_url": "https://opendatacommons.org/licenses/by/1-0/", "dataset": "DeepJEB++ TRELLIS-generated jet-engine bracket surface-FEA dataset", "version": "1.0", "date": "2026-06-07", "n_cases": 15360, "case_id_format": "--diag_xz_mm_IS (shared by mesh / field / BC / label row)", "units": { "length": "mm", "displacement": "mm", "force": "N", "moment": "N*mm", "stress": "MPa", "mass": "g", "volume": "mm^3" }, "material": { "name": "Ti-6Al-4V", "model": "linear isotropic elasticity (static)", "youngs_modulus_MPa": 113800.0, "poisson_ratio": 0.342, "density_g_per_mm3": 0.00443 }, "load_cases": [ { "name": "ver", "type": "force", "direction": [ 0.0, 0.0, 1.0 ], "magnitude": 35600.0, "unit": "N" }, { "name": "hor", "type": "force", "direction": [ -1.0, 0.0, 0.0 ], "magnitude": 37800.0, "unit": "N" }, { "name": "dia", "type": "force", "direction": [ -0.669, 0.0, 0.743 ], "magnitude": 42300.0, "unit": "N" }, { "name": "tor", "type": "moment", "direction": [ 0.0, 1.0, 0.0 ], "magnitude": 565000.0, "unit": "N*mm" } ], "boundary_conditions": { "dirichlet": "4 bolt holes clamped (u = 0)", "neumann": "total traction applied on the lug/clevis bore, shared equally over lug nodes", "interface_detection": "deterministic 4-bolt + loaded-clevis detection (paper 3.4.1), Umeyama-registered to the GT frame", "index_frame": "all BC node indices reference fields/.npz surface_points (25k FEM mesh, ~24.9k verts), NOT the native 50k .obj" }, "mesh": { "native_surface": "meshes ~50k verts (.obj), source output_v2/_tri", "fem_surface": "decimated to FEM_TARGET_VERTS=25000, pymeshfix-cleaned", "volume": "tetgen tetrahedralization, switches pq1.2/10Y", "note_robust_6": "6 complex cases (187-384-IS06, 217-136-IS09, 384-123-IS00, 384-136-IS18, 384-279-IS13, 384-548-IS08) used a robust decimation (pymeshfix-before-decimate) to avoid tetgen self-intersection; same 25k target." }, "mass": { "formula": "mass_g = density_g_per_mm3 * enclosed_volume_mm3", "volume_source": "pymeshfix-watertight enclosed volume of the registered native ~50k mesh (full resolution; more accurate than the 25k FEM tet volume)", "stats_g": { "min": 83.6, "median": 233.2, "max": 1500.7 } }, "layout": { "1_surface_meshes/": "15,360 input surface meshes (.obj, native ~50k verts)", "2_boundary_conditions/": "15,360 BC (.npz): bolt_idx, bolt_holes(0-3), lug_idx, n_surface, R, jaccard_bolt, frame", "3_fea_fields/": "15,360 surface FEA fields (.npz): surface_points, surface_faces, R, cov_min, dXZ, and per load {ver,hor,dia,tor}_U, _vm, _maxu, _p95vm", "deepjebpp_labels.csv": "per-case scalar labels (15,360 rows): case, mass_g, vol_mm3, cov_min, dXZ, R, {load}_maxu, {load}_p95vm, {load}_maxvm", "metadata.json": "this file", "README.txt": "human-readable spec" }, "field_npz_keys": { "surface_points": "(N,3) float32 mm", "surface_faces": "(M,3) int32", "R": "float lug bore radius mm", "cov_min": "float lug-detection diagnostic", "dXZ": "float lug-detection diagnostic", "_U": "(N,3) float32 surface displacement mm", "_vm": "(N,) float32 surface von Mises MPa", "_maxu": "float max displacement magnitude over volume mm", "_p95vm": "float 95th-percentile von Mises over volume nodes MPa" }, "notes": { "mass_vs_cad_validation": "The paper's 'R^2=0.9999 vs CAD' mass validation refers to the volume->mass pipeline checked against CAD reference masses (SimJEB GT, which has CAD). Generated TRELLIS brackets have no CAD counterpart, so that validation is not reproduced per-case here; the same deterministic volume pipeline is used.", "all_at_25k": "All 15,360 field/BC entries are at the same 25k FEM mesh density (consistent labels)." } }