There are 3 main big reasons why Emperors have several wives/concubines other than the Empress.
Reason 1: High mortality rates
Reason 2: Preventing a Civil War
Reason 3: Political alliances
Despite needing several wives for heirs they are still less important, influential and powerful than Empresses who generally hail from different Royal Families.