The use of nature-inspired algorithms is one of the most used strategies for resolving practical optimization problems. It has become one of the most popular and successful ways of optimization as a result. The use of particle swarm optimization in a wheel manufacturing factory to address reliability issues is covered in this research. Four distinct experimental designs were used to test the analysis of PSO on limited problems. The objective function and limits that were applied in each experiment are described in the sections that follow along with an overview of each experiment. Each of these problems has a suggested solution, illustrating the broad variety of PSO's potential uses.