The reduction of carbon dioxide emissions through low-carbon production in various industrial processes has become a pressing global issue. Utilizing hydrogen-rich gas as a substitute for pulverized coal or coke in the blast furnace process is considered one of the feasible methods for reducing carbon dioxide emissions. This study uses numerical simulation to analyze the combustion behavior in the lower part of the blast furnace for three cases, including single auxiliary fuel coal, coke oven gas, and dual fuel coal plus coke oven gas. The simulation results show that when only pulverized coal is injected, the ignition and combustion position and the consumption of oxygen are mainly in the raceway. When coke oven gas is injected, combustion begins in the tuyere and increases the temperature of the tuyere. In addition, the injection of coke oven gas also increases the pressure difference from the blast inlet to the tuyere outlet. Therefore, the use of hydrogen-rich gas in future processes must take into account the issues of safety and stability.