Hybrid Modeling of Flotation Height in Air Flotation Oven Based on Selective Bagging Ensemble Method
Joint Authors
Hou, Shuai
Hua, Fuan
Lv, Wu
Wang, Zhaodong
Liu, Yujia
Wang, Guodong
Source
Mathematical Problems in Engineering
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-12-31
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
The accurate prediction of the flotation height is very necessary for the precise control of the air flotation oven process, therefore, avoiding the scratch and improving production quality.
In this paper, a hybrid flotation height prediction model is developed.
Firstly, a simplified mechanism model is introduced for capturing the main dynamic behavior of the process.
Thereafter, for compensation of the modeling errors existing between actual system and mechanism model, an error compensation model which is established based on the proposed selective bagging ensemble method is proposed for boosting prediction accuracy.
In the framework of the selective bagging ensemble method, negative correlation learning and genetic algorithm are imposed on bagging ensemble method for promoting cooperation property between based learners.
As a result, a subset of base learners can be selected from the original bagging ensemble for composing a selective bagging ensemble which can outperform the original one in prediction accuracy with a compact ensemble size.
Simulation results indicate that the proposed hybrid model has a better prediction performance in flotation height than other algorithms’ performance.
American Psychological Association (APA)
Hou, Shuai& Hua, Fuan& Lv, Wu& Wang, Zhaodong& Liu, Yujia& Wang, Guodong. 2013. Hybrid Modeling of Flotation Height in Air Flotation Oven Based on Selective Bagging Ensemble Method. Mathematical Problems in Engineering،Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1008907
Modern Language Association (MLA)
Hou, Shuai…[et al.]. Hybrid Modeling of Flotation Height in Air Flotation Oven Based on Selective Bagging Ensemble Method. Mathematical Problems in Engineering No. 2013 (2013), pp.1-9.
https://search.emarefa.net/detail/BIM-1008907
American Medical Association (AMA)
Hou, Shuai& Hua, Fuan& Lv, Wu& Wang, Zhaodong& Liu, Yujia& Wang, Guodong. Hybrid Modeling of Flotation Height in Air Flotation Oven Based on Selective Bagging Ensemble Method. Mathematical Problems in Engineering. 2013. Vol. 2013, no. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-1008907
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1008907