摘要
介绍了数据驱动技术在石化工业运行中应用的重要性。对石化行业过程历史数据的特点及建模过程中的处理方法、数据驱动技术的方法、建模步骤、数据驱动技术在石化工业运行中的应用等进行了回顾与总结。对数据驱动技术在石化工业运行中的发展方向做了讨论。
The importance of data-driven techniques in the petrochemical industry is introduced. Some other aspects about data-driven techniques, including the characteristics of historical data in petrochemical industrial process and data pretreatment methods in modeling, the applications fields in the petrochemical industry, data driven methods, and development methodology are summaried. The future directions of data-driven techniques in the petrochemical industry is discussed.
出处
《石油化工自动化》
CAS
2010年第6期28-35,共8页
Automation in Petro-chemical Industry
基金
国家自然科学基金资助(20976204)
关键词
数据驱动
工业运行
优化
data-driven
industrial process
optimization
