Influencia de los hiper-parámetros en algoritmos basados en Evolución Diferencial para el ajuste de controladores del tipo PID en procesos SISO

Translated title of the contribution: Influence of hyper-parameters in algorithms based on Differential Evolution for the adjustment of PID-type controllers in SISO processes through mono and multi-objective optimisation

Paúl Nicolai Martínez Luzuriaga, Gilberto Reynoso-Meza

Research output: Contribution to journalArticlepeer-review

1 Scopus citations

Abstract

PID Controllers remain as the reliable front-line solution in feedback control loops. Even when their simplicity is one of the main reasons for this, the right tuning of their parameters is essential to guarantee their performance. As consequence, several tuning methods are available. Nowadays performing a tuning process via stochastic optimisation is an attractive solution for complex processes. Nevertheless, the solution obtained using such optimisation methods is very sensitive to the hyper-parameters used. In this paper, we propose to designers a set of hyper-parameters for diirerent algorithms based on Dilferential Evolution in SISO processes. Obtained results show several aspects to consider regarding the most promising values for several optimisation instances, facilitating knowledge transfer for new optimisation instances.

Translated title of the contributionInfluence of hyper-parameters in algorithms based on Differential Evolution for the adjustment of PID-type controllers in SISO processes through mono and multi-objective optimisation
Original languageSpanish
Pages (from-to)44-55
Number of pages12
JournalRIAI - Revista Iberoamericana de Automatica e Informatica Industrial
Volume20
Issue number1
DOIs
StatePublished - 2023
Externally publishedYes

Bibliographical note

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© 2023 Universitat Politecnica de Valencia. All rights reserved.

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