PhysicsNeMo 支架三维线弹性分析

Load-Parametric Structural Field MLP

几何范围

PhysicsNeMo CSG bracket with through-hole and rounded transitions

几何约束

fixed_geometry_material_boundaries_and_result_mesh

可调输入

输出字段

• domain: Displacement X, Displacement Y, Displacement Z, Strain XX, Strain YY, Strain ZZ, Strain XY, Strain YZ, Strain XZ, Stress XX, Stress YY, Stress ZZ, Stress XY, Stress YZ, Stress XZ, Von Mises Stress

已登记验证

registered_status

passed

registered_reference

Post-freeze Abaqus/Standard 2024 same-mesh unseen 50 kPa traction reference

registered_parameters

traction_z_kpa: -50.0

holdout_metrics

displacement_x: relative_l2: 0.04619075072836552; correlation: 0.9997847390896482; normalized_rmse: 0.007190694306146032; displacement_y: relative_l2: 0.07230054712148175; correlation: 0.9986194427127535; normalized_rmse: 0.00928537260156455; displacement_z: relative_l2: 0.05234240529369302; correlation: 0.9998486854578045; normalized_rmse: 0.015309231138576747; stress_xx: relative_l2: 0.10951963563657362; correlation: 0.9943944789268369; normalized_rmse: 0.013303518192428818; stress_yy: relative_l2: 0.15567284605234877; correlation: 0.9881060262548472; normalized_rmse: 0.015607579937183565; stress_zz: relative_l2: 0.24771993341853402; correlation: 0.9689896293813759; normalized_rmse: 0.020060470856747694; stress_xy: relative_l2: 0.16778218085237742; correlation: 0.9858540741547746; normalized_rmse: 0.012116869848564377; stress_xz: relative_l2: 0.19002650242157135; correlation: 0.9793435188420933; normalized_rmse: 0.017811151483814295; stress_yz: relative_l2: 0.2644255400835968; correlation: 0.9648315387020135; normalized_rmse: 0.02218520172163671

thresholds

path: evidence/accuracy_thresholds.json; sha256: 4de50a3f14d2d719fd721720ffb08cac4ac4ae0bef1d5e7f95aaa4b69f7ebbc8; frozen_before_independent_run: True

summary

All nine model displacement and stress fields pass the frozen post-freeze Abaqus comparison at the unseen 50 kPa traction.