Machine learning based root stress calculation model for gears with progressive curved path of contact

A machine learning based model for calculation of root stress in gears with a progressive curved path of contact is proposed. The prediction model is used as a surrogate model to the finite element analysis simulations, from which the data was collected. The results of the validation of all the methods are presented. Further validation was done with new simulations.