He was targeted at the start of the Anti-Rightist Movement and subsequently was exiled to Chong'an until 1962. The Cultural Revolution followed, and Zhang was exiled to Shouning. Despite his exile, Zhang continued scientific research. He was rehabilitated in 1980.