This data set contains the results of 9999 finite element simulations of cup drawing processes that are conducted using the commercial software Abaqus/Explicit. For each process simulation, the input parameters (material dependent parameters and process parameters) were varied randomly. The material parameters were chosen based on typical fluctuations in DC04 steel sheets and possible process parameter settings following literature and norms. For the cup drawing process simulation it is sufficient to model only one quarter of the cup. Here, 1918 four-node and three node shell elements with reduced integration were used. Also, a forming limit diagram (FLD) damage criterion was applied. The final simulation results were saved in data arrays (in numpy .npy format). If the FLD criterion exceeds the value of 1.0 in one of the elements, the subsequent simulation frame was written out as result. The data arrays are listed in the following:

* input_parameters.npy - contains the input parameters that were varied in order to generate the set of simulated cups. The array has the size (9999 samples, 9 parameters). The nine parameters are: [blank holder force, initial sheet thickness, friction, yield strength, hardening coefficient, hardening exponent, R-value at 90 degree to RD, R-value at 0 degree to RD, R-value at 45 degree to RD]
* target_coords.npy - contains the resulting mid point coordinates of each finite element in each simulation. The array has the size (9999 samples, 1918 (elements), 3 coordinates: x,y,z).
* target_fldcrt.npy - contains the resulting FLD values at the mid point of each finite element in each simulation. The array has the size (9999 samples, 1918 fldcrt values).