Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: Efficient nonlinear predictive control based on structured neural models
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Group publication title:
Abstract:
This paper describes structured neural models and a computationally efficient (suboptimal) nonlinear Model Predictive Control (MPC) algorithm based on such models. The structured neural model has the ability to make future predictions of the process without being used recursively. Thanks to the nature of the model, the prediction error is not propagated. This is particularly important in the case of noise and underparameterisation. Structured models have much better long-range prediction accuracy than the corresponding classical Nonlinear Auto Regressive with eXternal input (NARX) models. ; The described suboptimal MPC algorithm needs solving on-line only a quadratic programming problem. Nevertheless, it gives closed-loop control performance similar to that obtained in fully-fledged nonlinear MPC, which hinges on online nonconvex optimisation. In order to demonstrate the advantages of structured models as well as the accuracy of the suboptimal MPC algorithm, a polymerisation reactor is studied.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
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DOI:
Pages:
Source:
AMCS, volume 19, number 2 (2009) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2009)
Last modified:
Jul 14, 2025
In our library since:
Apr 9, 2024
Number of object content hits:
100
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/88539
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 19, number 1 (2009)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 19, number 2 (2009)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 19, number 3 (2009)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 19, number 4 (2009)
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| Edition name | Date |
|---|---|
| Efficient nonlinear predictive control based on structured neural models | Jul 14, 2025 |
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