The study estimates the kinetic parameters of the thermoluminescence (TL) glow curves by the genetic algorithm (GA) combined with finding the peak by interacting between the computer mouse and the screen. TL curve peak parameters are calculated by the peak shape (PS) or initial rise (IR) method according to the general order kinetics (GOK) model. TL curves are simulated using Python software and installed library packages. Trapping parameters of the obtained TL glow curves are evaluated through the figure of merit (FOM) values. The FOM values of the small showed that that this method is very suitable and promising as a tool that can be widely applied in the analysis and processing of TL curves. The results of the study will serve as the basis for detecting irradiated foods, determining the age of antiques, and determining radiation doses.