论文信息 - Nonlinear modeling of NO/sub x/ emission in a coal-fired power generation plant

Nonlinear modeling of NO/sub x/ emission in a coal-fired power generation plant

This paper investigates the construction of a simulation model for the emission of nitrogen oxide (NO/sub x/) from a coal-fired power generation plant. A polynomial NARX model has been identified using a novel identification algorithm which includes a model selection procedure based on simulation error minimization, a model reduction phase and filtering to improve the accuracy in a desired bandwidth. The method improves model robustness and yields a model simple to implement and with a relatively high accuracy. Finally, this model can be integrated in a advanced real-time control system to reduce NO/sub x/ emissions.

Kang Li | W. Spinelli | L. Piroddi

[1] Lennart Ljung,et al. System Identification: Theory for the User , 1987 .

[2] L. Piroddi,et al. Estimation of NOx Emissions in Thermal Power Plants Using Neural Networks , 2001 .

[3] L. Piroddi,et al. An identification algorithm for polynomial NARX models based on simulation error minimization , 2003 .

[4] Luigi Piroddi,et al. Minimising production costs in generation and cogeneration plants , 2000 .

[5] E. Hampartsoumian,et al. The effect of fuel-nitrogen functionality on the formation of NO, HCN and NH3 in pratical liquid-fuel flames , 1995 .

[6] Guang-Ren Duan,et al. Neural networks and genetic algorithms can support human supervisory control to reduce fossil fuel power plant emissions , 2003, Cognition, Technology & Work.

[7] L. A. Aguirre,et al. Improved structure selection for nonlinear models based on term clustering , 1995 .

[8] I. J. Leontaritis,et al. Input-output parametric models for non-linear systems Part II: stochastic non-linear systems , 1985 .

[9] R. Millares,et al. Mathematical modelling of fuel NO emissions from PF burners. , 1992 .

[10] L. Piroddi,et al. A pruning method for the identification of polynomial NARMAX models , 2003 .

[11] Kang Li,et al. Modelling and Prediction of NOx Emission in a Coal-Fired Power Generation Plant , 2004 .

[12] Sheng Chen,et al. Identification of MIMO non-linear systems using a forward-regression orthogonal estimator , 1989 .