He rose through the ranks, holding many divisional level commands and participated in the Long March.
During the Second Sino-Japanese War and the Chinese Civil War, he held top positions in the Fourth Field Army and the Eighth Route Army.
After the establishment of the PRC, Chen held the roles of commander of Hunan's garrison, PLA Military Academy's Vice Head Training and acting Head of the Academy.