“Researchers have integrated YOLOv5m and SAM models to construct a cascade detection architecture, achieving real-time online accurate detection of coal particle size as it enters the furnace, providing a reliable technical path for solving the optimization problem of combustion efficiency in circulating fluidized bed boilers.”