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Application of nonlinear multivariable model predictive control to transient operation of a gas turbine and NOX emissions reduction

Author

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  • Pires, Thiago S.
  • Cruz, Manuel E.
  • Colaço, Marcelo J.
  • Alves, Marco A.C.

Abstract

This work aims to apply a multivariable nonlinear model-based predictive control strategy (MPC) to avoid unsafe or inappropriate operation of gas turbines, while reducing NOx emissions. In this context, the control variables are the compressor speed and the temperature after the turbine. The controller maintains the speed proportional to the grid frequency during load changes. Additionally, in cases where the turbine is installed in a combined heat and power cycle, the discharge temperature must follow a reference, to ensure the quality of the steam generated. The control is achieved by manipulating the fuel flow in the combustion chamber and the variable inlet guide vanes of the compressor. The nonlinear dynamic behavior of an industrial gas turbine is modeled using a first principle process simulator, which solves the mass, energy and momentum conservation equations, together with an equation of state. Furthermore, pollutant emissions are minimized as part of the process, through an optimization procedure. The optimization problem is solved through the implementation of three different evolutionary algorithms and one direct search method. The proposed control strategy is successfully applied to a gas turbine in load rejection scenarios, and the optimization fulfills its goal by reducing nitrogen oxides emissions.

Suggested Citation

  • Pires, Thiago S. & Cruz, Manuel E. & Colaço, Marcelo J. & Alves, Marco A.C., 2018. "Application of nonlinear multivariable model predictive control to transient operation of a gas turbine and NOX emissions reduction," Energy, Elsevier, vol. 149(C), pages 341-353.
    • Handle: RePEc:eee:energy:v:149:y:2018:i:c:p:341-353
    DOI: 10.1016/j.energy.2018.02.042
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    References listed on IDEAS

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    1. Li, Ye & Cui, Qiang, 2017. "Carbon neutral growth from 2020 strategy and airline environmental inefficiency: A Network Range Adjusted Environmental Data Envelopment Analysis," Applied Energy, Elsevier, vol. 199(C), pages 13-24.
    2. Li, Ye & Wang, Yan-zhang & Cui, Qiang, 2016. "Has airline efficiency affected by the inclusion of aviation into European Union Emission Trading Scheme? Evidences from 22 airlines during 2008–2012," Energy, Elsevier, vol. 96(C), pages 8-22.
    3. Song, Dongran & Yang, Jian & Dong, Mi & Joo, Young Hoon, 2017. "Model predictive control with finite control set for variable-speed wind turbines," Energy, Elsevier, vol. 126(C), pages 564-572.
    4. Kong, Xiaobing & Liu, Xiangjie & Lee, Kwang Y., 2015. "Nonlinear multivariable hierarchical model predictive control for boiler-turbine system," Energy, Elsevier, vol. 93(P1), pages 309-322.
    5. Pires, Thiago S. & Cruz, Manuel E. & Colaço, Marcelo J., 2013. "Response surface method applied to the thermoeconomic optimization of a complex cogeneration system modeled in a process simulator," Energy, Elsevier, vol. 52(C), pages 44-54.
    6. Khidr, Kareem I. & Eldrainy, Yehia A. & EL-Kassaby, Mohamed M., 2017. "Towards lower gas turbine emissions: Flameless distributed combustion," Renewable and Sustainable Energy Reviews, Elsevier, vol. 67(C), pages 1237-1266.
    7. Ponce, Carolina V. & Sáez, Doris & Bordons, Carlos & Núñez, Alfredo, 2016. "Dynamic simulator and model predictive control of an integrated solar combined cycle plant," Energy, Elsevier, vol. 109(C), pages 974-986.
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    Cited by:

    1. Lu, Nianci & Pan, Lei & Pedersen, Simon & Arabkoohsar, Ahmad, 2023. "A two-dimensional design and synthesis method for coordinated control of flexible-operational combined cycle of gas turbine," Energy, Elsevier, vol. 284(C).
    2. Kong, Xiaobing & Abdelbaky, Mohamed Abdelkarim & Liu, Xiangjie & Lee, Kwang Y., 2023. "Stable feedback linearization-based economic MPC scheme for thermal power plant," Energy, Elsevier, vol. 268(C).
    3. Zhao, Qiaonan & Liu, Feng & Jiao, Anyao & Yang, Qiguo & Xu, Hongtao & Liao, Xiaowei, 2023. "Prediction model of NOx emissions in the heavy-duty gas turbine combustor based on MILD combustion," Energy, Elsevier, vol. 282(C).
    4. Alessandro Rosini & Alessandro Palmieri & Damiano Lanzarotto & Renato Procopio & Andrea Bonfiglio, 2019. "A Model Predictive Control Design for Power Generation Heavy-Duty Gas Turbines," Energies, MDPI, vol. 12(11), pages 1-17, June.
    5. Chuanpeng Zhu & Pu Huang & Yiguo Li, 2022. "Closed-Loop Combustion Optimization Based on Dynamic and Adaptive Models with Application to a Coal-Fired Boiler," Energies, MDPI, vol. 15(14), pages 1-16, July.
    6. Ma, Yujia & Liu, Jinfu & Zhu, Linhai & Li, Qi & Guo, Yaqiong & Liu, Huanpeng & Yu, Daren, 2022. "Multi-objective performance optimization and control for gas turbine Part-load operation Energy-saving and NOx emission reduction," Applied Energy, Elsevier, vol. 320(C).
    7. Hosseinalipour, S.M. & Fattahi, A. & Khalili, H. & Tootoonchian, F. & Karimi, N., 2020. "Experimental investigation of entropy waves’ evolution for understanding of indirect combustion noise in gas turbine combustors," Energy, Elsevier, vol. 195(C).
    8. Bai, Jiayu & Liu, Feng & Xue, Xiaodai & Wei, Wei & Chen, Laijun & Wang, Guohua & Mei, Shengwei, 2021. "Modelling and control of advanced adiabatic compressed air energy storage under power tracking mode considering off-design generating conditions," Energy, Elsevier, vol. 218(C).

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