Crossnumbers is one type of crossword puzzles. Crossnumbers puzzle board has many variations of boards based on figures compiled on the board that has intersection. Genetic algorithms are applied to determine shape of crossword puzzle board optimal. Initial population is formed by a random method. Next population uses operator in genetic algorithm, namely roulette wheel selection and cross-over…