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- In relation to this article, we declare that there is no conflict of interest.
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Received July 17, 2008
Accepted October 15, 2008
- This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Copyright © KIChE. All rights reserved.
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Application of gain scheduling for modeling the nonlinear dynamic characteristics of NOx emissions from utility boilers
Department of Thermal Engineering, Tsinghua University, Beijing 100-084, China 1School of Energy and Power Engineering, Dalian University of Technology, Dalian 116-024, China
Korean Journal of Chemical Engineering, March 2009, 26(2), 534-541(8), 10.1007/s11814-009-0091-0
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Abstract
A hierarchical gain scheduling (HGS) approach is proposed to model the nonlinear dynamics of NOx emissions of a utility boiler. At the lower level of HGS, a nonlinear static model is used to schedule the static parameters of local linear dynamic models (LDMs), such as static gains and static operating conditions. According to upper level scheduling variables, a multi-model method is used to calculate the predictive output based on lower-level LDMs. Both static and dynamic experiments are carried out at a 360MW pulverized coal-fired boiler. Based on these data, a nonlinear static model using artificial neural network (ANN) and a series of linear dynamic models are obtained. Then, the performance of the HGS model is compared to the common multi-model in predicting NOx emissions, and experimental results indicate that the proposed HGS model is much better than the multi-model in predicting NOx emissions in the dynamic process.
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Booth RC, Roland WB, Proceedings of dynamic modeling control applications for industry workshop, Vancouver (1998)
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Astrom KJ, Wittenamrk B, Adaptive control, Beijing, Science Press (2003)
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Chen LJ, Narendra KS, Automatica, 37(8), 1245 (2001)
Fu Y, Chai TY, Automatica, 43(6), 1101 (2007)
Rugh WJ, Shamma JS, Automatica, 36(10), 1401 (2000)
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Doyle FJ, Kwatra HS, Schwaber JS, Chem. Eng. Sci., 53(15), 2675 (1998)
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