Application of Support Vector Machine Model in Monte Carlo Simulation of Aircraft Engines

A support vector machine surrogate model was developed to address the time-consuming issue of Monte Carlo simulation of aircraft engine components, and a Monte Carlo simulation method based on support vector machines was established. The established method was applied to simulate the strength and service life of a certain compressor blade disc, taking into account the uncertainty of size, material performance, and load. The results showed that the simulation results using this method had high accuracy and could significantly reduce simulation time, indicating good engineering application prospects.