Static partitioning just means that you perform the partitioning based on static information or hypothesis, even if the graph itself might change at some time. A static graph is just a graph for which we are sure will never change. On such a graph, you can apply a static or dynamic partitioning, the dynamic case will mostly refer to external considerations.