“…During the drying and preheating (PH) process, the green pellet bed undergoes a complex exchange of heat with high-temperature air, leading to a series of chemical reactions such as water evaporation, magnetite oxidation, and carbonate decomposition. 2 However, due to the closed system of production equipment and the intricate nature of the reaction process, many state parameters cannot be directly measured. As early as the 1980s, Young et al, 3 Thurlby et al 4 and Thurlby 5 established some relatively complete simulation models for travelling grate and moving grate-rotary kiln, which laid the foundation for subsequent research.…”