Abstract: It is a normal way to randomly select crossover and mutation gene locus in genetic operating. In this paper, based on the pheromone of Ant Colony and the probability of selecting gene, a method to select gene is presented to raise the performance of local

Key words: Genetic algorithms, Ant colony algorithm, Global optimization, Pheromone, Traveling salesman problems （TSP）