Particle swarm optimization in the realm of chemistry: from theory to applications

Abstract

In this tutorial review, we introduce the reader to one of the most cited stochastic global optimization methods in chemistry, namely, particle swarm optimization (PSO). Beginning with a detailed description of the basic PSO algorithm, we explore how the algorithm has evolved over time to address increasingly complex chemical problems. The importance of the different aspects of the algorithm, its possible modifications and variants, and hybrid swarm intelligence techniques are presented as we navigate through various chemical applications of PSO reported in current literature. Overall, this review is intended to equip novices with a fundamental understanding of the PSO algorithm to intelligently approach any chemistry-based optimization problem they desire to explore using PSO.

Graphical abstract: Particle swarm optimization in the realm of chemistry: from theory to applications

Article information

Article type
Tutorial Review
Submitted
31 Jul 2025
First published
14 Nov 2025

Chem. Soc. Rev., 2025, Advance Article

Particle swarm optimization in the realm of chemistry: from theory to applications

M. Rajeevan, Niha, C. John, S. Mani and R. S. Swathi, Chem. Soc. Rev., 2025, Advance Article , DOI: 10.1039/D5CS00912J

To request permission to reproduce material from this article, please go to the Copyright Clearance Center request page.

If you are an author contributing to an RSC publication, you do not need to request permission provided correct acknowledgement is given.

If you are the author of this article, you do not need to request permission to reproduce figures and diagrams provided correct acknowledgement is given. If you want to reproduce the whole article in a third-party publication (excluding your thesis/dissertation for which permission is not required) please go to the Copyright Clearance Center request page.

Read more about how to correctly acknowledge RSC content.

Social activity

Spotlight

Advertisements