Biomass pellet machines are utilized to compress processed agricultural and forestry residues, as well as discarded wood materials, and many other materials into pellets. This process enhances energy density, reduces volume, lowers moisture content, and improves combustion efficiency. These biomass pellets have become a popular fuel choice, widely used in industrial boilers and household heating. Utilizing this renewable energy source helps reduce reliance on traditional energy, mitigating environmental impact. The application of biomass pellet machines provides a viable avenue for the effective utilization of biomass resources, promoting the development of sustainable energy.Excessive moisture in raw materials can negatively affect the efficiency and output of the pellet machine. We recommend sun drying high-moisture materials to an appropriate level before processing. This enhances production efficiency, while aligning with energy-saving and carbon emission reduction practices.