Who Cited It

Particle Swarm Optimization: A Comprehensive Survey

2022 · IEEE Access · 1,399 citations · 0 from inside this corpus

Tareq M. Shami, Ayman A. El‐Saleh, Mohammed Alswaitti, Qasem Al-Tashi, Mhd Amen Summakieh, Seyedali Mirjalili

Particle swarm optimization (PSO) is one of the most well-regarded swarm-based algorithms in the literature. Although the original PSO has shown good optimization performance, it still severely suffers from premature convergence. As a result, many researchers have been modifying it resulting in a large number of PSO variants with either slightly or significantly better performance. Mainly, the standard PSO has been modified by four main strategies: modification of the PSO controlling parameters, hybridizing PSO with other well-known meta-heuristic algorithms such as genetic algorithm (GA) and differential evolution (DE), cooperation and multi-swarm techniques. This paper attempts to provide a comprehensive review of PSO, including the basic concepts of PSO, binary PSO, neighborhood topologies in PSO, recent and historical PSO variants, remarkable engineering applications of PSO, and its drawbacks. Moreover, this paper reviews recent studies that utilize PSO to solve feature selection problems. Finally, eight potential research directions that can help researchers further enhance the performance of PSO are provided.

Particle Swarm Optimization: A Comprehensive Survey (2022)Particle Swarm Optimization: …Particle swarm optimization (2002)Particle swarm optimizationGrey Wolf Optimizer (2014)Grey Wolf OptimizerThe Whale Optimization Algorithm (2016)The Whale Optimization Algori…A modified particle swarm optimizer (2002)A modified particle swarm opt…The particle swarm - explosion, stability, and convergence in a multidimensional complex … (2002)The particle swarm - explosio…An introduction to variable and feature selection (2003)An introduction to variable a…Ant colony optimization (2006)Ant colony optimizationA discrete binary version of the particle swarm algorithm (2002)A discrete binary version of …Firefly Algorithms for Multimodal Optimization (2009)Firefly Algorithms for Multim…Empirical study of particle swarm optimization (2003)Empirical study of particle s…Comprehensive learning particle swarm optimizer for global optimization of multimodal fun… (2006)Comprehensive learning partic…Differential Evolution - A simple and efficient adaptive scheme for global optimization o… (2004)Differential Evolution - A si…Particle swarm optimization algorithm: an overview (2017)Particle swarm optimization a…Self-Organizing Hierarchical Particle Swarm Optimizer With Time-Varying Acceleration Coef… (2004)Self-Organizing Hierarchical …The Arithmetic Optimization Algorithm (2021)The Arithmetic Optimization A…Evolution strategies – A comprehensive introduction (2002)Evolution strategies – A comp…Marine Predators Algorithm: A nature-inspired metaheuristic (2020)Marine Predators Algorithm: A…Equilibrium optimizer: A novel optimization algorithm (2019)Equilibrium optimizer: A nove…A Cooperative Approach to Particle Swarm Optimization (2004)A Cooperative Approach to Par…Adaptive Particle Swarm Optimization (2009)Adaptive Particle Swarm Optim…The Fully Informed Particle Swarm: Simpler, Maybe Better (2004)The Fully Informed Particle S…A cooperative coevolutionary approach to function optimization (1994)A cooperative coevolutionary …Computational Intelligence (2007)Computational Intelligence
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What this paper cites, inside the corpus

PaperYearCited
Particle swarm optimization200248,447
Grey Wolf Optimizer201419,144
The Whale Optimization Algorithm201614,509
A modified particle swarm optimizer200210,229
The particle swarm - explosion, stability, and convergence in a multidimensional complex …20029,000
An introduction to variable and feature selection20037,858
Ant colony optimization20065,298
A discrete binary version of the particle swarm algorithm20024,768
Firefly Algorithms for Multimodal Optimization20094,092
Empirical study of particle swarm optimization20033,954
Comprehensive learning particle swarm optimizer for global optimization of multimodal fun…20063,758
Differential Evolution - A simple and efficient adaptive scheme for global optimization o…20043,355
Particle swarm optimization algorithm: an overview20173,300
Self-Organizing Hierarchical Particle Swarm Optimizer With Time-Varying Acceleration Coef…20043,038
The Arithmetic Optimization Algorithm20212,931
Evolution strategies – A comprehensive introduction20022,784
Marine Predators Algorithm: A nature-inspired metaheuristic20202,404
Equilibrium optimizer: A novel optimization algorithm20192,335
A Cooperative Approach to Particle Swarm Optimization20042,142
Adaptive Particle Swarm Optimization20092,057
The Fully Informed Particle Swarm: Simpler, Maybe Better20041,753
A cooperative coevolutionary approach to function optimization19941,520
Computational Intelligence20071,446

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Metaheuristic Optimization Algorithms ResearchComputer Science
Advanced Algorithms and ApplicationsEngineering
Machine Learning and ELMComputer Science

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