Metaheuristic algorithms for PID controller parameters tuning: Review, approaches and open problems

SB Joseph, EG Dada, A Abidemi, DO Oyewola… - Heliyon, 2022 - cell.com
The simplicity, transparency, reliability, high efficiency and robust nature of PID controllers
are some of the reasons for their high popularity and acceptance for control in process …

A comprehensive survey on grey wolf optimization

I Sharma, V Kumar, S Sharma - Recent Advances in Computer …, 2022 - ingentaconnect.com
Grey wolf optimizer is a recently developed metaheuristic algorithm that mimics hunting and
social behaviour. It has been applied in most of the engineering design problems. Grey wolf …

[HTML][HTML] The PID controller optimisation module using Fuzzy Self-Tuning PSO for Air Handling Unit in continuous operation

A Ambroziak, A Chojecki - Engineering Applications of Artificial Intelligence, 2023 - Elsevier
The current development of modern computational methods makes it possible to improve
the performance of classical components and systems. The work provides a method for …

Advanced temperature control in ethanol fermentation using a PSO-PID controller with split-range control strategy

R Yerolla, SP, CS Besta - Preparative Biochemistry & …, 2024 - Taylor & Francis
Global energy demand is experiencing a notable surge due to growing energy security.
Renewable energy sources, like ethanol, are becoming more viable. In the present study …

Adaptive multimodal control of trans-media vehicle based on deep reinforcement learning

J Wang, S Liang, M Guo, H Wang, H Zhang - Engineering Applications of …, 2025 - Elsevier
To solve the problem that the control system is prone to instability due to the sudden change
of physical characteristics, strong interference, and nonlinear in the process of multimodal …

Optimizing PID Gains of a Vehicle using the state-of-the-art Metaheuristic Methods

MA Afşar, H Arslan - Academic Platform Journal of Engineering and …, 2023 - dergipark.org.tr
PID controllers are important control methods that are widely used in industrial processes.
Proper tuning of PID gains is critical for achieving the state-of-the-art system performance …

Review of various metaheuristics Techniques for tuning parameters of PID/FOPID controllers

M Nasir, M Saloumi, AB Nassif - ITM Web of Conferences, 2022 - itm-conferences.org
Alongside the rapid advancement of technology, researchers are looking for accurate,
flexible, and efficient ways to control systems. One big breakthrough in technology is the PID …

Improving Computational Cost of Bayesian Optimization for Controller Tuning with a Multi-stage Tuning Framework

MJ Ares-Milian, G Provan… - arXiv preprint arXiv …, 2024 - arxiv.org
Control auto-tuning for industrial and robotic systems, when framed as an optimization
problem, provides an excellent means to tune these systems. However, most optimization …

A modified presidential election algorithm for optimal tuning of proportional-integral-derivative controller

H Emami - International Journal of Operational Research, 2023 - inderscienceonline.com
This paper uses a socio-politically inspired meta-heuristic algorithm based on the behaviour
of voters and candidates named modified presidential election algorithm (PEA-II) for …

A novel hardware implemented programmable controller adapted to cooperate with AI tuning algorithms in real time systems

T Talaśka, Z Długosz, R Długosz - Journal of Computational and Applied …, 2023 - Elsevier
A novel, transistor level PID (proportional–integrating–derivative) controller is proposed that
may be easily coupled with various AI algorithms responsible for adjusting its main factors …