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Particle swarm optimization solution for roll-off control in radiofrequency ablation of liver tumors: Optimal search for PID controller tuning.

Authors :
Faria, Rafael Mendes
Rosa, Suélia de Siqueira Rodrigues Fleury
Nunes, Gustavo Adolfo Marcelino de Almeida
Santos, Klériston Silva
de Souza, Rafael Pissinati
Benavides, Angie Daniela Ibarra
Alves, Angélica Kathariny de Oliveira
da Silva, Ana Karoline Almeida
Rosa, Mario Fabrício
Cardoso, Antônio Aureliano de Anicêsio
Faria, Sylvia de Sousa
Berjano, Enrique
da Rocha, Adson Ferreira
dos Santos, Ícaro
González-Suárez, Ana
Source :
PLoS ONE; 6/26/2024, Vol. 19 Issue 6, p1-33, 33p
Publication Year :
2024

Abstract

The study investigates the efficacy of a bioinspired Particle Swarm Optimization (PSO) approach for PID controller tuning in Radiofrequency Ablation (RFA) for liver tumors. Ex-vivo experiments were conducted, yielding a 9<superscript>th</superscript> order continuous-time transfer function. PSO was applied to optimize PID parameters, achieving outstanding simulation results: 0.605% overshoot, 0.314 seconds rise time, and 2.87 seconds settling time for a unit step input. Statistical analysis of 19 simulations revealed PID gains: Kp (mean: 5.86, variance: 4.22, standard deviation: 2.05), Ki (mean: 9.89, variance: 0.048, standard deviation: 0.22), Kd (mean: 0.57, variance: 0.021, standard deviation: 0.14) and ANOVA analysis for the 19 experiments yielded a p-value ≪ 0.05. The bioinspired PSO-based PID controller demonstrated remarkable potential in mitigating roll-off effects during RFA, reducing the risk of incomplete tumor ablation. These findings have significant implications for improving clinical outcomes in hepatocellular carcinoma management, including reduced recurrence rates and minimized collateral damage. The PSO-based PID tuning strategy offers a practical solution to enhance RFA effectiveness, contributing to the advancement of radiofrequency ablation techniques. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
19326203
Volume :
19
Issue :
6
Database :
Complementary Index
Journal :
PLoS ONE
Publication Type :
Academic Journal
Accession number :
178091882
Full Text :
https://doi.org/10.1371/journal.pone.0300445