摘要
相对于具体技术方案,数据驱动方法在工业应用取得成功首先取决于应用命题本身。从流程工业应用的角度,对涉及数据驱动方法的应用命题进行了提炼和分类,并用典型的例子和文献将这些类别的应用命题具体化,包括应用命题背景、目标的简单描述和数据驱动方法在解决这些命题时所担负的角色。同时,还对数据驱动方法的流程工业应用研究做了展望,提出了数据完备性问题。
The success involving with the applications of data driven methods in industries depends on the application issue itself rather than technical solutions.The applications of data driven methods in process industries were reviewed with the perspective of application subjects.These subjects were classified and described by application examples,including subjects' background,targets and the roles data driven methods played in.Additionally,a discussion was made on future research,especially the problem of constructing complete data source was proposed.
出处
《化工自动化及仪表》
CAS
北大核心
2009年第5期1-6,共6页
Control and Instruments in Chemical Industry
基金
国家"863"计划资助项目(2007AA040702
2007AA04Z191)
关键词
数据挖掘
数据驱动方法
流程工业
工业应用
data mining
data driven method
process industry
industrial application
