Abstract: Production scheduling is a hot research direction in these fields such as automation, industrial engineering, management engineering and so on. Up to now, a large number of production scheduling methods, mainly involving the modeling and optimization methods of production scheduling problems, have been presented in literatures. Based on a brief survey of the usual production scheduling methods and focusing on complex production scheduling problems, this paper discusses the research background, implication, and research status of the data-based scheduling methods.