Through the integration of multi-modal sensing and deep learning algorithms, the system realizes full-process intelligent control, automatic optimization of process parameters, and precise energy consumption management in the frit melting process. It demonstrates the enterprise's core technological advantages in the field of intelligent control and process digitalization for glass kilns. The system has been applied in the glass and ceramic industry, providing customers with high-quality full-process solutions for melting.