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 review on representative swarm intelligence algorithms for solving optimization problems: Applications and trends

J Tang, G Liu, Q Pan - IEEE/CAA Journal of Automatica Sinica, 2021 - ieeexplore.ieee.org
Swarm intelligence algorithms are a subset of the artificial intelligence (AI) field, which is
increasing popularity in resolving different optimization problems and has been widely …

Parrot optimizer: Algorithm and applications to medical problems

J Lian, G Hui, L Ma, T Zhu, X Wu, AA Heidari… - Computers in Biology …, 2024 - Elsevier
Stochastic optimization methods have gained significant prominence as effective techniques
in contemporary research, addressing complex optimization challenges efficiently. This …

Spider wasp optimizer: A novel meta-heuristic optimization algorithm

M Abdel-Basset, R Mohamed, M Jameel… - Artificial Intelligence …, 2023 - Springer
This work presents a new nature-inspired meta-heuristic algorithm named spider wasp
optimization (SWO) algorithm, which is based on replicating the hunting, nesting, and mating …

A sinh cosh optimizer

J Bai, Y Li, M Zheng, S Khatir, B Benaissa… - Knowledge-Based …, 2023 - Elsevier
Currently, meta-heuristic algorithms have been widely studied and applied, but balancing
exploration and exploitation remains a challenge. In this study, a novel meta-heuristic …

Beluga whale optimization: A novel nature-inspired metaheuristic algorithm

C Zhong, G Li, Z Meng - Knowledge-based systems, 2022 - Elsevier
In this paper, a novel swarm-based metaheuristic algorithm inspired from the behaviors of
beluga whales, called beluga whale optimization (BWO), is presented to solve optimization …

Snake Optimizer: A novel meta-heuristic optimization algorithm

FA Hashim, AG Hussien - Knowledge-Based Systems, 2022 - Elsevier
In recent years, several metaheuristic algorithms have been introduced in engineering and
scientific fields to address real-life optimization problems. In this study, a novel nature …

Fick's Law Algorithm: A physical law-based algorithm for numerical optimization

FA Hashim, RR Mostafa, AG Hussien, S Mirjalili… - Knowledge-Based …, 2023 - Elsevier
Recently, many metaheuristic optimization algorithms have been developed to address real-
world issues. In this study, a new physics-based metaheuristic called Fick's law optimization …

Energy valley optimizer: a novel metaheuristic algorithm for global and engineering optimization

M Azizi, U Aickelin, H A. Khorshidi… - Scientific Reports, 2023 - nature.com
Abstract In this paper, Energy Valley Optimizer (EVO) is proposed as a novel metaheuristic
algorithm inspired by advanced physics principles regarding stability and different modes of …

Artificial hummingbird algorithm: A new bio-inspired optimizer with its engineering applications

W Zhao, L Wang, S Mirjalili - Computer Methods in Applied Mechanics and …, 2022 - Elsevier
A new bio-inspired optimization algorithm called artificial hummingbird algorithm (AHA) is
proposed in this work to solve optimization problems. The AHA algorithm simulates the …