Globally, rural areas face challenges such as population decline, job shortages, and deepening urban-rural divides, exacerbated by rapid urbanization and industrialization. In China, these issues threaten rural sustainability, making the study of rural development patterns, especially the interaction between population dynamics, land use, and industrial activities, critical for devising effective revitalization strategies.