[PDF][PDF] Comparative research directions of population initialization techniques using PSO algorithm

S Pervaiz, WH Bangyal, A Ashraf, K Nisar… - … Automation & Soft …, 2022 - academia.edu
Population initialization is an indispensable factor in the PSO algorithm. To improve the …
This examination presents a thorough overview of the different PSO initialization approaches …

Comparative analysis of low discrepancy sequence-based initialization approaches using population-based algorithms for solving the global optimization problems

WH Bangyal, K Nisar, AAB Ag. Ibrahim, MR Haque… - Applied Sciences, 2021 - mdpi.com
… version of the PSO algorithm for finding global minima. This … to use the modified PSO
strategy with a novel initializationalgorithms which develop the future direction of our work. …

Efficient initialization methods for population-based metaheuristic algorithms: A comparative study

JO Agushaka, AE Ezugwu, L Abualigah… - … Methods in Engineering, 2023 - Springer
… learning were used as initialization schemes of PSO to improve the algorithm's performance.
The … The role constraint handle may play in the above finding is another research direction. …

Initialisation approaches for population-based metaheuristic algorithms: a comprehensive review

JO Agushaka, AE Ezugwu - Applied Sciences, 2022 - mdpi.com
… Finally, we present a comparison of the effect of population size, the … particle swarm
optimization (GCPSO) algorithm, using the Niching methods to initialise the swarm population [23]; …

Studying the impact of initialization for population-based algorithms with low-discrepancy sequences

A Ashraf, S Pervaiz, W Haider Bangyal, K Nisar… - Applied Sciences, 2021 - mdpi.com
comparative analysis for their effect on the initialization of … proposed algorithms TO-PSO,
WE-PSO, and KN-PSO, a comparativealgorithms that establish the future directions of our work. …

A new initialization approach in particle swarm optimization for global optimization problems

WH Bangyal, A Hameed, W Alosaimi… - Computational …, 2021 - Wiley Online Library
Initialization of population is a critical factor in the PSOdirection, which was parallel to
the same direction, O-PSO … The comparative analysis can be seen from Table 2 in which the …

[PDF][PDF] Particle Swarm Optimization with New Initializing Technique to Solve Global Optimization Problems.

A Ashraf, AA Almazroi, WH Bangyal… - … Automation & Soft …, 2022 - cdn.techscience.cn
Comparison studies have also observed that TO-PSO … implementation and comparison of
initialization techniques using inertia … algorithms that develops the future direction of our work. …

[PDF][PDF] A new population initialization of particle swarm optimization method based on pca for feature selection

S Wang, X Yu, W Jia - Journal on Big Data, 2021 - cdn.techscience.cn
comparison result among PSO, PSO of mixed-initialization … different population initialization
methods in PSO algorithm on … These are all directions we will continue to study in the future…

Particle swarm optimization algorithm and its applications: a systematic review

AG Gad - Archives of computational methods in engineering, 2022 - Springer
… variants of PSO in regards to swarm initialization, … PSO algorithm, and engineering
applications. This overview is characterized by suggesting distinctive future research directions. …

An analysis of initialization techniques of particle swarm optimization algorithm for global optimization

WH Bangyal, ZA Malik, I Saleem… - 2021 International …, 2021 - ieeexplore.ieee.org
study, the state of the art population initialization techniques … gaps, although, the main focus
is to provide the directions for future work … for comparison: eg: uniform random numbers, low …