Abstract
In the paper a new structure to improve the robustness of Fractional-Order Model Predictive Control (FOMPC) are proposed. The method based on the modified Model Following Control (MFC) idea, with the Internal Model Control (IMC) concept, introduced by Skoczowski and Domek in [14]. This leads to a novel, tube-based fractional-order robust predictive control structure, named TFOMPC, which offer an additional degree of freedom in tuning a control loop for higher efficiency. It seems that the proposed TFOMPC approach has potentially great advantages, is simple to implement and easy to tune. Thanks to this, it can be used in many control systems of difficult, inaccurately identified objects, not only of a fractional-order.
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References
Brunner, F.D., Müller, M.A., Allgöwer, F.: Enhancing output feedback MPC for linear discrete-time systems with set-valued moving horizon estimation. In: Proceedings of IEEE Conference on Decision and Control (2016)
Domek, S.: Robust Model Predictive Control for Nonlinear Processes, vol. 593. Technical University of Szczecin Academic Press, Szczecin (2006). (in Polish)
Domek, S.: Multiple use of the fractional-order differential calculus in the model predictive control. In: 19th International Conference on Methods and Models in Automation and Robotics (MMAR), pp. 359–362 (2014)
Domek, S.: Model-plant mismatch in fractional order model predictive control. In: Domek, S., Dworak, P. (eds.) Theoretical Developments and Applications of Non-Integer Order Systems. LNEE, vol. 357, pp. 281–291. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-23039-9_24
Kaczorek, T.: Selected Problems of Fractional Systems Theory. LNCIS, Springer, Berlin (2011). https://doi.org/10.1007/978-3-642-20502-6
Kögel, M., Findeisen, R.: Robust output feedback MPC for uncertain linear systems with reduced conservatism. IFAC-Papers Online 50, 10685–10690 (2017)
Lorenzetti, J., Pavone, M.: A simple and efficient tube-based robust output feedback model predictive control scheme. In: European Control Conference (ECC), pp. 1775–1782 (2020)
Ławryńczuk, M.: Computationally Efficient Model Predictive Control Algorithms. SSDC, vol. 3. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-04229-9
Mayne, D.Q., Raković, S.V., Findeisen, R., Allgöwer, F.: Robust output feedback model predictive control of constrained linear systems. Automatica 42, 1217–1222 (2006)
Monje, C.A., Chen, Y.Q., Vinagre, B.M., Xue, D., Feliu, V.: Fractional Order Systems and Controls. Springer, London (2010). https://doi.org/10.1007/978-1-84996-335-0
Oustaloup, A.: La Derivation Non Entiere: Theorie. Synthese et Applications, Hermes, Paris (1995)
Podlubny, I.: Fractional Differential Equations. Academic Press, San Diego (1999)
Romero, M., De Madrid, Á.P., Mañoso, C., Vinagre, B.M.: Fractional-order generalized predictive control: formulation and some properties. In: 11th International Conference on Control, Automation, Robotics and Vision, pp. 1495–1500 (2010)
Skoczowski, S., Domek, S.: Robustness of a model following control system. In: Proceedings of International Conference on Mathematical Theory of Networks and Systems (MTNS), CD (2000)
Skoczowski, S., Domek, S., Pietrusewicz, K., Broel-Plater, B.: A method for improving the robustness of PID control. IEEE Trans. Ind. Electron. 52, 1669–1676 (2005)
Sopasakis, P., Sarimveis, H.: Stabilising model predictive control for discrete-time fractional-order systems. Automatica 75, 24–31 (2017)
Tatjewski, P.: Advanced Control of Industrial Processes. Springer, London (2007). https://doi.org/10.1007/978-1-84628-635-3
Tatjewski, P.: Disturbance modeling and state estimation for offset-free predictive control with state-spaced process models. Int. J. Appl. Math. Comput. Sci. 24, 313–323 (2014)
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Domek, S. (2023). A Tube-Based MPC Structure for Fractional-Order Systems. In: Pawelczyk, M., Bismor, D., Ogonowski, S., Kacprzyk, J. (eds) Advanced, Contemporary Control. PCC 2023. Lecture Notes in Networks and Systems, vol 708. Springer, Cham. https://doi.org/10.1007/978-3-031-35170-9_10
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DOI: https://doi.org/10.1007/978-3-031-35170-9_10
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