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Neural Network Modeling and Optimizing of the Agglomeration Process
Proceedings of International Conference on Engineering, Science and Technology 2021
Gulnara Abitova, Leila Rzayeva, Tansuly Zadenova
Dr. Mack Shelley, Dr. Valarie Akerson
978-1-952092-24-4
26-35
During the operation of the lead-zinc production while processing of polymetallic ores, problems arose related to the quality of products and the efficient use of equipment – agglomeration furnace and crushing apparatus. In the past time, such issues were resolved due to the experiences and based on mathematical modeling of processes. The mathematical model for optimizing such operating mode is a difficult program. Performing calculations is required a fairly large investment of time and resources. Therefore, the program of the mathematical model for optimizing the operating mode of the agglomeration furnace and the crushing device for sinter firing was replaced with a neural network by implementing the process of training the network based on the results of calculations on a mathematical model. The results obtained showed that neural network models were more accurate than mathematical models, which made it possible to solve production optimization problems of great complexity. The use of neural networks for modeling technological processes has made it possible to increase the efficiency of product quality control systems and automatic control systems for the roasting of sulfide polymetallic ores.
Abitova, G., Rzayeva, L., & Zadenova, T. (2021). Neural network modeling and optimizing of the agglomeration process. In M. Shelley & V. Akerson (Eds.), Proceedings of IConEST 2021-- International Conference on Engineering, Science and Technology (pp. 26-35), Chicago, USA. ISTES Organization.
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