The genus was named in 2002 by Wang Xiaolin, Zhou Zhonghe and Xu Xing. The type species, the only known, is Jeholopterus ninchengensis. The genus name is derived from its place of discovery, Jehol in China, and a Latinised Greek pteron, "wing". The specific name refers to Nincheng County.