Billet Temperature Soft Sensor Model of Reheating Furnace Based on RVM Method

被引:0
|
作者
Yang, Yinghua [1 ]
Liu, Yanhui [1 ]
Liu, Xiaozhi [1 ]
Qin, Shukai [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
关键词
relevance vector machine (RVM); reheating furnace; billet temperature forecast; soft sensor model;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Billet temperature soft sensor model is always necessary because of lack of accurate online instrument. In this paper, a new soft sensor modeling method is proposed to predict the billet temperature of reheating furnace based on relevance vector machine (RVM). The proposed method has sparser solutions and better model generalization ability, while the uncertainty of model forecast can be given. The prediction model between billet temperature variable and process variable is established by using actual data from a steel plant. The simulation results show that the proposed method has higher prediction accuracy, and a certain practical significance to the on-site production of reheating furnace.
引用
收藏
页码:4003 / 4006
页数:4
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