A novel dynamic operation optimization method based on multiobjective deep reinforcement learning for steelmaking process
C Liu, L Tang, C Zhao - IEEE Transactions on Neural Networks …, 2023 - ieeexplore.ieee.org
This article studies a dynamic operation optimization problem for a steelmaking process.
The problem is defined to determine optimal operation parameters that bring smelting …
The problem is defined to determine optimal operation parameters that bring smelting …
Method for Dynamic Prediction of Oxygen Demand in Steelmaking Process Based on BOF Technology
K Zhang, Z Zheng, L Zhang, Y Liu, S Chen - Processes, 2023 - mdpi.com
Oxygen is an important energy medium in the steelmaking process. The accurate dynamic
prediction of oxygen demand is needed to guarantee molten steel quality, improve the …
prediction of oxygen demand is needed to guarantee molten steel quality, improve the …
Application of neural network in steelmaking and continuous casting: A review
C Zhang - Ironmaking & Steelmaking, 2024 - journals.sagepub.com
With the improvement of computer computing power and the development of big data
technology, neural networks have rapidly developed and been effectively applied in multiple …
technology, neural networks have rapidly developed and been effectively applied in multiple …
A dynamic mixed-control model for BOF metal–slag–gas reactions
Basic oxygen steelmaking has been the interest of research for several decades due to its
complex and fast process dynamics. To predict the evolution of slag–metal composition and …
complex and fast process dynamics. To predict the evolution of slag–metal composition and …
A dynamic optimization framework for basic oxygen furnace operation
About 70% of the steel used worldwide is produced via the Basic Oxygen Furnace (BOF).
This process has limited automation, and normal operation relies on invaluable operators' …
This process has limited automation, and normal operation relies on invaluable operators' …
Kinetic model of dephosphorization in the new double slag converter steelmaking process
The kinetic investigation of the dephosphorization in the new double slag converter
steelmaking process was carried out based on the coupled reactions model combining with …
steelmaking process was carried out based on the coupled reactions model combining with …
Information-modeling forecasting system for thermal mode of top converter lance
OA Zhul'kovskii, SP Panteikov, II Zhul'kovskaya - Steel in Translation, 2022 - Springer
On the basis of mathematical modeling and object-oriented programming, a computer
information-modeling forecasting system (IMFS) for thermal mode of top lance barrel (TLB) …
information-modeling forecasting system (IMFS) for thermal mode of top lance barrel (TLB) …
Effect of bottom stirring on bath mixing and transfer behavior during scrap melting in BOF steelmaking: A review
Z Wang, S Chen, C Wu, N Chen, J Li… - … Materials and Processes, 2024 - degruyter.com
Basic oxygen furnace (BOF) steelmaking is a widely used method for steelmaking
production, and the bath stirring has a significant influence on dynamics of bath flow and …
production, and the bath stirring has a significant influence on dynamics of bath flow and …
Decarburization of Bloated Droplets: An Experimental Study to Understand the Kinetics of Decarburization of Metallic Iron Droplets in FeO Containing CaO-SiO2 …
Bloating of metal droplets in the BOF is important in develo** fundamental models of the
process. Bloating is controlled by the decarburization behavior of individual metal droplets in …
process. Bloating is controlled by the decarburization behavior of individual metal droplets in …
Oxygen demand forecasting and optimal scheduling of the oxygen gas systems in iron-and steel-making enterprises
Z Cheng, P Zhang, L Wang - Applied Sciences, 2023 - mdpi.com
Due to the imbalance between the supply and demand of oxygen, the oxygen systems of
iron-and steel-making enterprises in China have problems with high oxygen emissions and …
iron-and steel-making enterprises in China have problems with high oxygen emissions and …