With the social and economic development and the improvement of people’s living standards, people have put forward higher requirements for the governance of the ecological environment, and the goals for the management of local landscapes are becoming more and more diversified. This paper constructs a dynamic and coordinated GRL governance model according to the characteristics of local landscape language. It uses the gray correlation model to explore the correlation between the constituent factors of the damaging ecological environment effect. Taking the loess hills landscape of S province as the research object, the governance effect of ecological environment construction on vegetation, soil, and landscape patterns is explored. The study shows that after the environmental environment management, the number of landscape patches in the region increased by 18, and the fragmentation index of each landscape increased by 0.0475 Block / km2 on average, which increased the spatial structure complexity of the landscape. The study’s findings can provide theoretical guidance for managing local landscape language comprehensively and have a specific scientific basis.