At the end of the fourth century, Emperor Theodosius the Great organized the Church into dioceses, making Ravenna the new capital of the Western Empire (with Constantinople as capital of the Eastern Empire).
The empire was split into two, each with its own capital.
The empire always had one capital, namely Ravenna.