Implementation of Generalized Model Predictive Control Algorithm for DC-DC Boost Converter on STM32

Abstract This paper presents the practical implementation of a Generalized Model Predictive Control (GPC) algorithm using low-cost microcontrollers. The computational efficiency of the predictive controller is achieved through an explicit analytical solution calculated offline. The proposed approach...

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Veröffentlicht in:Electrica Jg. 24; H. 3; S. 722 - 732
Hauptverfasser: Hmidene, Ali, Bennasr, Hichem, M'sahli, Faouzi
Format: Journal Article
Sprache:Englisch
Veröffentlicht: İstanbul University-Cerrahpasa 01.09.2024
ISSN:2619-9831, 2619-9831
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Abstract Abstract This paper presents the practical implementation of a Generalized Model Predictive Control (GPC) algorithm using low-cost microcontrollers. The computational efficiency of the predictive controller is achieved through an explicit analytical solution calculated offline. The proposed approach is implemented, reviewed, and compared with academic benchmarks and complex dynamic systems. Experimental results are provided using both Black-Box and White-Box models based on a boost converter, with a comparison between the two models. The algorithm demonstrates good control performance with low computational time, making it suitable for real-time applications in systems with fast dynamics. Cite this article as: A. Hmidene, H. Bennasr and F. M'sahli, "Implementation of generalized model predictive control algorithm for DC-DC boost converter on STM32," Electrica, 24(3), 722-732, 2024.
AbstractList This paper presents the practical implementation of a Generalized Model Predictive Control (GPC) algorithm using low-cost microcontrollers. The computational efficiency of the predictive controller is achieved through an explicit analytical solution calculated offline. The proposed approach is implemented, reviewed, and compared with academic benchmarks and complex dynamic systems. Experimental results are provided using both Black-Box and White-Box models based on a boost converter, with a comparison between the two models. The algorithm demonstrates good control performance with low computational time, making it suitable for real-time applications in systems with fast dynamics.
Abstract This paper presents the practical implementation of a Generalized Model Predictive Control (GPC) algorithm using low-cost microcontrollers. The computational efficiency of the predictive controller is achieved through an explicit analytical solution calculated offline. The proposed approach is implemented, reviewed, and compared with academic benchmarks and complex dynamic systems. Experimental results are provided using both Black-Box and White-Box models based on a boost converter, with a comparison between the two models. The algorithm demonstrates good control performance with low computational time, making it suitable for real-time applications in systems with fast dynamics. Cite this article as: A. Hmidene, H. Bennasr and F. M'sahli, "Implementation of generalized model predictive control algorithm for DC-DC boost converter on STM32," Electrica, 24(3), 722-732, 2024.
Author Hmidene, Ali
M'sahli, Faouzi
Bennasr, Hichem
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Snippet Abstract This paper presents the practical implementation of a Generalized Model Predictive Control (GPC) algorithm using low-cost microcontrollers. The...
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