中華民國國軍
Liu was born in Hengyang, Hunan, on January 3, 1939, to Liu Guoyun (), a general in the Republic of China Armed Forces, and Zhong Wanfang (). He has five brothers, Liu Chaoning (), Liu Chaohua (), Liu Chaoli (), Liu Chao-shiuan, and Liu Chaokai ().