Based on the current status of laying buried pipes in the backfill to extract geothermal at home and abroad, a three-dimensional non-steady-state Mineral-geothermal co-mining model was established using COMSOL software. Firstly, under the same geometric and physical conditions, the performance of S-S, T-S and l-S Backfill Heat Exchanger (BFHE) were compared and analyzed. The results showed that the comprehensive evaluation index of the S-S BFHE was better than that of T-S and l-S BFHE. Secondly, the influence of pipe diameter , inlet temperature and flow velocity of circulating medium, thermal conductivity and specific heat capacity of the backfill on the coupled heat pump characteristics were studied. It was found that increasing the can increase the heat transfer efficiency, but the improvement in heat transfer performance is not significant when it reaches a certain size. Low can achieve higher heat exchange efficiency. Increasing the can effectively improve heat transfer efficiency, but it is also limited. Considering the heat transfer efficiency, , , and are recommended to be around 30–35 mm, 10–12℃, and 0.4–0.6 m/s respectively. The high and can effectively increase the heat transfer performance of BFHE. Based on this, the relative sensitivity parameter was introduced to discuss the sensitivity of different influencing factors to the total heat transfer . The results showed that only the had a negative impact on the . The influence of , , and on gradually weakened with heat tra