Research on Intelligent Decision-Making Method for Fire Risk in Commercial Complexes Based on Casebased Reasoning

To achieve intelligent decision-making in managing fire hazards in commercial complexes, this study explores an intelligent decision-making method based on case-based reasoning technology. By constructing a case library that includes historical data on building geographical locations and internal and external environmental parameters, the global similarity between current commercial complex fire risks and historical cases is calculated. This process outputs key risk prevention and control information, providing decision-making support to management departments. The approach offers innovative strategies for the emergency management of commercial complex fires and enhances public safety risk response capabilities.