Furnace Temperature Predictive Modeling

원문 (중국어)

A method for operating a furnace includes: providing a furnace comprising an inlet into which batch materials are fed and an outlet from which a product emerges, the batch materials within the furnace melt to form a molten batch material; monitoring a parameter at which the furnace operates using a sensor to collect operating data, the parameter monitored not including a temperature measurement of the molten batch material in the furnace; inputting the collected operating data into a model configured to generate a predicted temperature of the molten batch material in the furnace at a first time in the future, the model trained on historical operating data of the furnace; generating the predicted temperature of the molten batch material in the furnace at the first time; and automatically adjusting the parameter based on the predicted temperature of the molten batch material in the furnace at the first time.