This letter explores the possibility of using microsimulation in space time trellis code. Performing a pairwise comparison between generator matrices is essential in the validation of optimality. This is often done with simulation, which can be a time consuming process altogether. Microsimulation considerably cuts down the computational cost of simulation by employing smaller data and iteration. The effort is feasible with the assistance of a machine learning model known as multilayer perceptron. When properly conducted, it can offer 93.86% accuracy and 98.25% reduction in temporal cost.