In the quest for quality production, controlling temperature variations within the kiln's burning zone is paramount. The challenge lies in the diverse temperature ranges across the kiln, complicating monitoring and regulation. Low temperatures risk excess free lime, while excessive heat can compromise product quality and refractory lining integrity. This initiative focuses on predictive temperature control to address these concerns. By accurately forecasting temperature fluctuations and implementing precise control measures, we aim to ensure consistent quality while safeguarding kiln efficiency and longevity.