Surrogate neural network model for sensitivity analysis and uncertainty quantification of the mechanical behavior in the optical lens-barrel assembly

•Modeling of deformations in lenses due to various interferences during assembly in barrel.•Analysis of sensitivity and uncertainty propagation from interference to lens deformations.•Neural network as surrogate model for Monte-Carlo methods.•Nonlinear finite element analysis performed on high-performance computing (HPC) cluster to train neural network.