A main-road cellular automata traffic flow model with turning-probability in t erms of rules of the improved Nagel-Schreckenberg is presented under the open b oundary condition. The different characteristics of the phase transition led to by the turning probability and the open boundary condition are studied for the improvement on the traffic flow.