PID Controller Tuning For An Inverted Pendulum Through Meta-Heuristic Algorithms: Firefly And Simulated Annealin
Descripción del Articulo
In industrial plants a large percentage of the controllers is based on the PID Control Algorithm, due to its simplicity and robustness, it is known that the performance of the Plant may be affected in quantity and quality of the product due to inadequate determination of the controller parameters, e...
Autores: | , |
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Formato: | artículo |
Fecha de Publicación: | 2020 |
Institución: | Universidad Nacional de Ingeniería |
Repositorio: | Revistas - Universidad Nacional de Ingeniería |
Lenguaje: | español |
OAI Identifier: | oai:oai:revistas.uni.edu.pe:article/623 |
Enlace del recurso: | https://revistas.uni.edu.pe/index.php/tecnia/article/view/623 |
Nivel de acceso: | acceso abierto |
Materia: | algoritmo luciérnaga meta-heurísticos recocido simulado índice ITSE controlador PID péndulo invertido modelamiento función de transferencia firefly meta-heuristic simulated annealing algorithm PID controller inverted pendulum tuning modelling transfer function ITSE index |
Sumario: | In industrial plants a large percentage of the controllers is based on the PID Control Algorithm, due to its simplicity and robustness, it is known that the performance of the Plant may be affected in quantity and quality of the product due to inadequate determination of the controller parameters, even harming the actuators themselves. In this work, an alternative to classical methods of tuning of these parameters is shown: the metaheuristic algorithms, which belong to the branch of Informed Search within Artificial Intelligence, whose objective is to optimize a certain cost function avoiding maximums or local minimums. We have considered the linearized model (for practical purposes) of an inverted pendulum system with a sliding carriage for the application of two algorithms: simulated annealing and fireflies; which had as a higher rank the one determined by the Routh-Hurwitz Criterion for all the specifications of time domain performance. In the results it was possible to determine that the optimized parameters of the PID controller did not have a significant difference and the speed of convergence was fast, this would allow us to conclude that it is an additional option for the tuning of control loops. |
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La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).