ONERA M6 单向流固热耦合预测

Direct Parametric MLP

几何范围

ONERA M6 transonic swept wing

几何约束

same_geometry_and_fixed_mach_0.8395_only

固定条件

mach_number: 0.8395; flow_model: steady compressible Euler; solid_model: stationary linear thermoelasticity; coupling_mode: fluid_thermal_to_structure_one_way

可调输入

输出字段

• domain: Velocity X, Velocity Y, Velocity Z, Pressure, Displacement X, Displacement Y, Displacement Z, Temperature, von Mises stress

已登记验证

registered_status

passed

registered_parameters

angle_of_attack_deg: 3.15

registered_reference

Independent native Windows SU2 8.5.0 and COMSOL 6.3 same-point surface reference

point_count

18285

holdout_metrics

velocity_x: mae: 0.7220924347714366; rmse: 0.9826828264503388; relative_l2: 0.004029875934444656; range_normalized_rmse: 0.002126619796534658; max_abs: 9.090522742201244; correlation: 0.9999526576831295; reference_minimum: 0.3129063822088128; reference_maximum: 462.3996545878013; prediction_minimum: 1.05842288909; prediction_maximum: 461.754965951; velocity_y: mae: 0.3996945043869439; rmse: 0.5490329175424673; relative_l2: 0.007875229889764631; range_normalized_rmse: 0.0013479966520476667; max_abs: 6.70546473740697; correlation: 0.9999600574494995; reference_minimum: -167.6527312371253; reference_maximum: 239.64272955534918; prediction_minimum: -166.412929173; prediction_maximum: 240.728300688; velocity_z: mae: 0.4422578437246758; rmse: 0.6299383209050343; relative_l2: 0.0071677844178915815; range_normalized_rmse: 0.0015842292429440008; max_abs: 7.5521140984776665; correlation: 0.9999714351934161; reference_minimum: -135.11043689055097; reference_maximum: 262.5203502639703; prediction_minimum: -136.193858779; prediction_maximum: 262.985256665; pressure: mae: 162.63041144425117; rmse: 230.82750546503698; relative_l2: 0.002069172813623601; range_normalized_rmse: 0.0017814377910290462; max_abs: 3238.5146032896882; correlation: 0.9999600060521232; reference_minimum: 36359.74658090756; reference_maximum: 165933.45756168765; prediction_minimum: 36358.9921098; prediction_maximum: 165929.050591; displacement_x: mae: 1.325309783365148e-06; rmse: 1.6732007039902036e-06; relative_l2: 0.003933362425087957; range_normalized_rmse: 0.001564954871600809; max_abs: 9.02531784356e-06; correlation: 0.9999878088931327; reference_minimum: -0.0009751834076775776; reference_maximum: 9.398525293604695e-05; prediction_minimum: -0.000979090136096; prediction_maximum: 9.43577301347e-05; displacement_y: mae: 1.0092733045309056e-06; rmse: 1.2933038308586018e-06; relative_l2: 0.005269586256313389; range_normalized_rmse: 0.0012852082368892401; max_abs: 6.688187216286339e-06; correlation: 0.9999830322502263; reference_minimum: -0.0005846929416997172; reference_maximum: 0.0004216061106538194; prediction_minimum: -0.000583936170321; prediction_maximum: 0.00042666416532; displacement_z: mae: 1.6723148067859618e-05; rmse: 2.1238360595262375e-05; relative_l2: 0.004301712513137751; range_normalized_rmse: 0.0021270877291482454; max_abs: 0.00010511125429418658; correlation: 0.9999805644211648; reference_minimum: -1.708132450266611e-05; reference_maximum: 0.00996763171964004; prediction_minimum: -4.13360308087e-05; prediction_maximum: 0.0100495747942; temperature: mae: 0.1751100214597625; rmse: 0.23614016048296504; relative_l2: 0.0008040688032976949; range_normalized_rmse: 0.002153473546394951; max_abs: 3.129487997062739; correlation: 0.9999487755629111; reference_minimum: 219.10743864476692; reference_maximum: 328.7629117190837; prediction_minimum: 219.091904288; prediction_maximum: 328.964102835; von_mises_stress_pa: mae: 313799.5854414297; rmse: 444648.2127104236; relative_l2: 0.007924403241609548; range_normalized_rmse: 0.0019474822198913878; max_abs: 5046122.8293624; correlation: 0.9999360271999762; reference_minimum: 255283.02390850274; reference_maximum: 228574806.64719576; prediction_minimum: 677210.566629; prediction_maximum: 227925544.768

summary

The frozen model passed all nine field checks and the registered physics checks on the independent 3.15 degree condition.