Application Status and Prospects of Machine Learning in High-efficiency Continuous Casting Manufacturing
High-efficient continuous casting is based on high casting speed and defect free castings,achieving green and low-carbon development of the steel manufacturing process through hot charging and rolling of castings at the steel rolling interface.Traditional continuous casting manufacturing needs to transform towards intelligent continuous casting,based on the large amount of data and machine learning algorithms in the continuous casting manufacturing process,to explore valuable information or logical relationships.Build an intelligent casting machine with decision-making ability and predictive judgment function to achieve efficient production and intelligent control of continuous caster.By introducing the current application status of machine learning in efficient continuous casting manufacturing at home and abroad,analyzing the intelligent continuous caster in online intelligent prediction of cracks,intelligent prediction of mold breakout,and other important intelligent research in the continuous casting process,the research prospects of machine learning in high-efficient continuous casting manufacturing are proposed.By applying deep learning in the total continuous casting process,exploring intelligent continuous casting algorithms for imbalanced samples,and combining industrial mechanism models with machine learning models to achieve intelligent continuous casting models for multi-objective tasks,the continuous casting process can be intelligent and transparent controlled,providing research and development ideas and references for intelligent continuous casting for relevant domestic steel enterprises.
万方数据
维普
