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A large amount of foreign matter on the surface of shipbuilding equipment leads to insufficient paint adsorption and extremely low film formation rates, causing various problems. Therefore, sufficient degreasing to remove foreign substances is important, and studies on various surface treatment technologies to form coating films with excellent adsorption is necessary. Therefore, in this study, a genetic algorithm (GA) technique was used to optimize the shot blast process parameters. The life of mechanical parts can be extended by increasing the adhesion of the coating film for aquaculture and increasing the elasticity and abrasion resistance of the parts. To this end, the surface roughness was examined via shot blasting experiments with various materials (SS400, S45C, and SUS304), and a mathematical model was developed. GA optimization techniques Perform an experiment to select the optimal process variable using.