A Component Prediction Method for Flue Gas of Natural Gas Combustion Based on Nonlinear Partial Least Squares Method
Joint Authors
Zhou, Yan
Cao, Hui
Yan, Xingyu
Li, Yaojiang
Wang, Yanxia
Yang, Sanchun
Source
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-5, 5 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-03-19
Country of Publication
Egypt
No. of Pages
5
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
Quantitative analysis for the flue gas of natural gas-fired generator is significant for energy conservation and emission reduction.
The traditional partial least squares method may not deal with the nonlinear problems effectively.
In the paper, a nonlinear partial least squares method with extended input based on radial basis function neural network (RBFNN) is used for components prediction of flue gas.
For the proposed method, the original independent input matrix is the input of RBFNN and the outputs of hidden layer nodes of RBFNN are the extension term of the original independent input matrix.
Then, the partial least squares regression is performed on the extended input matrix and the output matrix to establish the components prediction model of flue gas.
A near-infrared spectral dataset of flue gas of natural gas combustion is used for estimating the effectiveness of the proposed method compared with PLS.
The experiments results show that the root-mean-square errors of prediction values of the proposed method for methane, carbon monoxide, and carbon dioxide are, respectively, reduced by 4.74%, 21.76%, and 5.32% compared to those of PLS.
Hence, the proposed method has higher predictive capabilities and better robustness.
American Psychological Association (APA)
Cao, Hui& Yan, Xingyu& Li, Yaojiang& Wang, Yanxia& Zhou, Yan& Yang, Sanchun. 2014. A Component Prediction Method for Flue Gas of Natural Gas Combustion Based on Nonlinear Partial Least Squares Method. The Scientific World Journal،Vol. 2014, no. 2014, pp.1-5.
https://search.emarefa.net/detail/BIM-1049555
Modern Language Association (MLA)
Cao, Hui…[et al.]. A Component Prediction Method for Flue Gas of Natural Gas Combustion Based on Nonlinear Partial Least Squares Method. The Scientific World Journal No. 2014 (2014), pp.1-5.
https://search.emarefa.net/detail/BIM-1049555
American Medical Association (AMA)
Cao, Hui& Yan, Xingyu& Li, Yaojiang& Wang, Yanxia& Zhou, Yan& Yang, Sanchun. A Component Prediction Method for Flue Gas of Natural Gas Combustion Based on Nonlinear Partial Least Squares Method. The Scientific World Journal. 2014. Vol. 2014, no. 2014, pp.1-5.
https://search.emarefa.net/detail/BIM-1049555
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1049555