This paper provides a systematic review of emerging control techniques used for railway virtual coupling (VC) studies. Train motion models are first reviewed, including model formulations and force elements involved. Control objectives typical design constraints then elaborated. Next, existing VC surveyed classified into five groups: consensus-based control, prediction sliding mode machine lear...