BEIJING—Soon after taking over as Communist Party and military chief, Xi Jinping launched a series of speeches referring to "The China Dream."

It was music to the ears of Col. Liu Mingfu of the People's Liberation Army.

Three years ago, the former professor at its National Defense University wrote a book of the same name, arguing...