Optimizing free-form shapes of photonic nanostructures is a high-dimensional problem. A Bayesian optimization algorithm with a hyper-parameter learning routine is applied to optimize the shape of a reflecting meta-surface.
X. Garcia-Santiago, et al. Shape design of a reflecting surface using Bayesian Optimization. J. Phys.: Conf. Ser. 963, 012003 (2018).