A new approach called Permutation-Invariant Bayesian Optimization (PIBO) improves the layout optimization of offshore wind farms by leveraging Optimal Transport theory, resulting in better layouts and reduced computation time. This advancement could enhance efficiency in the renewable energy sector, particularly in wind energy production.