 Pineapple Unidirectional Fibromats Reinforced in Epoxy Resin were studied using Toguchi L-27 orthogonal array for drilling experiments. The study established a mathematical relationship between input parameters and output responses, which was optimized using genetic algorithm to minimize thrust force. This article was authored by J. Lilly Mercy, piece of a Shankari, M. Sungita, and others.