To achieve the automation of blast furnace operation, an automatic control system for hot metal temperature (HMT) was developed. Nonlinear model predictive (NMPC) which predicts up to ten-hour-ahead HMT and calculates appropriate actions pulverized coal rate (PCR) constructed. Simulation validation showed that NMPC algorithm generates similar those by operators can be maintained within ±10 °C s...