Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Model predictive control (MPC) algorithms are widely used in practical applications. They are usually formulated as optimization problems. If a model used for prediction is linear (or linearized on-line), then the optimization problem is a standard, i.e., quadratic, one. Otherwise, it is a nonlinear, in general, nonconvex optimization problem. In the latter case, numerical problems may occur during solving this problem, and the time needed to calculate control signals cannot be determined. Therefore, approaches based on linear or linearized models are preferred in practical applications. A novel, fuzzy, numerically efficient MPC algorithm is proposed in the paper. ; It can offer better performance than the algorithms based on linear models, and very close to that of the algorithms based on nonlinear optimization. Its main advantage is the short time needed to calculate the control value at each sampling instant compared with optimization-based numerical algorithms; it is a combination of analytical and numerical versions of MPC algorithms. The efficiency of the proposed approach is demonstrated using control systems of two nonlinear control plants: the first one is a chemical CSTR reactor with a van de Vusse reaction, and the second one is a pH reactor.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 31, number 1 (2021) ; kliknij tutaj, żeby przejść
Biblioteka Uniwersytetu Zielonogórskiego
18 lip 2025
18 lip 2025
21
https://zbc.uz.zgora.pl/repozytorium/publication/101329
| Nazwa wydania | Data |
|---|---|
| A numerically efficient fuzzy MPC algorithm with fast generation of the control signal | 18 lip 2025 |
Marusak, Piotr M. Tatjewski, Piotr Korbicz, Józef (1951- ) - ed.
Tatjewski, Piotr Ławryńczuk, Maciej Korbicz, Józef (1951- ) - red.
Marusak, Piotr M. Tatjewski, Piotr Korbicz, Józef (1951- ) - ed. Sauter, Dominique - ed.
Tong, Shaocheng Liu, Changliang Li, Yongming Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Piegat, Andrzej Korbicz, Józef (1951- ) - red.
Ławryńczuk, Maciej Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Tatjewski, Piotr Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Gierlak, Piotr Muszyńska, Magdalena Żylski, Wiesław (1938-2018) Jurczak, Paweł - red.