By using the Riordan array method together with combinatorial species theory, we study enumeration problems for geometric graphs which are connected bipartite non-crossing graphs with n + 1 points in convex position. It is performed from two different points of view, one is by the distance between two vertices 1 and n + 1 , and the other one is by the degree of the vertex n + 1 . As a result, we obtain a production matrix for such geometric graphs, and a formula for the number of connected bipartite graphs, which gives an answer to an open question about the connected bipartite non-crossing graphs.