{'fraction_non_alphanumeric': 0.009363295880149813, 'fraction_numerical': 0.0, 'mean_word_length': 5.445783132530121, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Optimization of Optical Structures Using Markov Decision Processes

We present an algorithm for optimizing optical structures based on Markov Decision Processes. Our method is successfully demonstrated on a one-dimensional stack of dielectric slabs, where we wish to choose a combination of slab thicknesses and refractive indices to approximate a target reflection spectrum. We show that this algorithm is less susceptible to being caught in local minimum and has favorable computational scaling as the number of layers is increased.