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Two-tier search space optimisation technique for tuning of explicit plant-model mismatch in model predictive controller for industrial cement kiln process

Author

Listed:
  • Ramasamy, Valarmathi
  • Kannan, Ramkumar
  • Muralidharan, Guruprasath
  • Sidharthan, Rakesh Kumar
  • Amirtharajan, Rengarajan

Abstract

Optimal control of cement kiln is demanding to ensure cement quality and minimal energy usage in cement industries. Plant-model mismatch (PMM) in the prediction model predominantly determines the Model Predictive Controller (MPC) performance. The proposed work aims to determine the optimal PMM parameters that can improve the MPC performance under various scenarios of cement kiln operations. Many parameters in a MIMO transfer function model of cement kiln make it a higher-dimensional problem. Gain and time-constant of the individual First Order Plus Time Delay Model models are considered as tunable PMM parameters. A novel two-tier optimisation algorithm has been proposed to optimise the search space and reduce PMM tuning complexity. Tier-1 uses Ant Colony Optimisation (ACO) to identify the PMM parameters using combinatorial optimisation, and Tier-2 employs a Genetic algorithm (GA) to tune the identified PMM parameters. Five control scenarios encountered during cement kiln operations, including tracking and rejection of Pulse and Gaussian disturbances, have been considered in this study. Experimental results illustrate a reduction of 32.5% of PMM parameters with the use of Tier-1. GA-tuned PMM parameters improve MPC’s transient behaviour at a reduced energy loss across all the control scenarios.

Suggested Citation

  • Ramasamy, Valarmathi & Kannan, Ramkumar & Muralidharan, Guruprasath & Sidharthan, Rakesh Kumar & Amirtharajan, Rengarajan, 2022. "Two-tier search space optimisation technique for tuning of explicit plant-model mismatch in model predictive controller for industrial cement kiln process," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 193(C), pages 385-408.
  • Handle: RePEc:eee:matcom:v:193:y:2022:i:c:p:385-408
    DOI: 10.1016/j.matcom.2021.10.015
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    References listed on IDEAS

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    1. Madlool, N.A. & Saidur, R. & Hossain, M.S. & Rahim, N.A., 2011. "A critical review on energy use and savings in the cement industries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(4), pages 2042-2060, May.
    2. He, Yongyong & Guo, Dan & Chu, Fulei, 2001. "Using genetic algorithms and finite element methods to detect shaft crack for rotor-bearing system," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 57(1), pages 95-108.
    3. Yarsky, P., 2021. "Using a genetic algorithm to fit parameters of a COVID-19 SEIR model for US states," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 185(C), pages 687-695.
    4. Bermudez, M. & Gomozov, O. & Kestelyn, X. & Barrero, F. & Nguyen, N.K. & Semail, E., 2019. "Model predictive optimal control considering current and voltage limitations: Real-time validation using OPAL-RT technologies and five-phase permanent magnet synchronous machines," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 158(C), pages 148-161.
    5. Vyncke, Thomas J. & Thielemans, Steven & Melkebeek, Jan A.A., 2013. "Simulation-based weight factor selection and FPGA prediction core implementation for finite-set model based predictive control of power electronics," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 91(C), pages 150-166.
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