Abstract: This paper makes use of the genetic algorithms for the design of the thinned arrays. Forachieving the indicated thinned ratio, we introduce the binary genetic algorithms which keep the number of “1”constant by modify the ordinary crossover and mutation operation. This paper reports some improved results onthe thinned arrays, and indicates that large thinned arrays can be designed by the genetic algorithms.