As an important element of urban infrastructure renewal, expressway renewal is great significance to improve the commuting efficiency cities (especially metropolitan cities), strengthen service capacity road facilities, and enhance quality cities. Considering advantages a knowledge graph in integration multi-source data assisted decision-making based on reasoning, this paper provides decision s...