Back to Search Start Over

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

Authors :
Faria RM
Rosa SSRF
Nunes GAMA
Santos KS
de Souza RP
Benavides ADI
Alves AKO
da Silva AKA
Rosa MF
Cardoso AAA
Faria SS
Berjano E
da Rocha AF
Dos Santos Í
González-Suárez A
Source :
PloS one [PLoS One] 2024 Jun 26; Vol. 19 (6), pp. e0300445. Date of Electronic Publication: 2024 Jun 26 (Print Publication: 2024).
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 9th 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.<br />Competing Interests: The authors have declared that no competing interests exist.<br /> (Copyright: © 2024 Faria et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)

Details

Language :
English
ISSN :
1932-6203
Volume :
19
Issue :
6
Database :
MEDLINE
Journal :
PloS one
Publication Type :
Academic Journal
Accession number :
38924000
Full Text :
https://doi.org/10.1371/journal.pone.0300445