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

WH Bangyal, A Hameed, W Alosaimi… - Computational …, 2021 - Wiley Online Library
… distribution for initialization. The performance of PSO is expanded in this paper to make it
appropriate for the optimization problem by introducing a new initialization technique named …

Particle swarm optimization with probability sequence for global optimization

HT Rauf, U Shoaib, MI Lali, M Alhaisoni, MN Irfan… - IEEE …, 2020 - ieeexplore.ieee.org
… regarding the candidate solution. In this paper, a new approach to initialize population is …
distribution to generate numbers at random locations for swarm initialization. The proposed …

Three-learning strategy particle swarm algorithm for global optimization problems

X Zhang, Q Lin - Information Sciences, 2022 - Elsevier
… It is necessary to develop a new or improved learning strategy for PSO to solve its defects. …
The time computational costs of the canonical PSO include the population initializing, velocity …

Exponential particle swarm optimization for global optimization

K Kassoul, N Zufferey, N Cheikhrouhou… - IEEE …, 2022 - ieeexplore.ieee.org
… The proposed method is characterized by dividing the swarm … the algorithm begins by
initializing a population of N particlesnew solution-space regions that might contain the global

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
global optimization with the Particle Swarm Optimization (PSO) technique in the literature of
Swarm … In this work, he used a new initialization technique called population monitored for …

Two-stage multi-swarm particle swarm optimizer for unconstrained and constrained global optimization

Q Zhao, C Li - IEEE Access, 2020 - ieeexplore.ieee.org
… presents a new two-stage multi-swarm particle swarm optimizer (TMPSO), which
employs the multi-swarm method and … To initialize particle swarm and set parameters for i=1:iterMax …

GEPSO: A new generalized particle swarm optimization algorithm

D Sedighizadeh, E Masehian, M Sedighizadeh… - … and Computers in …, 2021 - Elsevier
Particle Swarm Optimization (GEPSO) algorithm as a new version of the PSO algorithm for
continuous space optimization, … : the number of swarm particles, their initialization, the set of …

Improved binary particle swarm optimization for feature selection with new initialization and search space reduction strategies

AD Li, B Xue, M Zhang - Applied Soft Computing, 2021 - Elsevier
initialization methodinitialization method. For more details about the S-shaped and V-shaped
transfer functions, please refer to [54]. In this paper, we construct the initialization method

Hybridizing salp swarm algorithm with particle swarm optimization algorithm for recent optimization functions

N Singh, SB Singh, EH Houssein - Evolutionary Intelligence, 2022 - Springer
… a new hybrid algorithm employing SSA and PSO to benefit from their exploitation and
exploration. Furthermore, the proposed method … in the literature the velocity initialization is a most …

Major advances in particle swarm optimization: theory, analysis, and application

EH Houssein, AG Gad, K Hussain… - Swarm and Evolutionary …, 2021 - Elsevier
… impetus and new directions to research in particle swarms, along with some important new
… Similarly to position initialization, each particle’s velocity v i can be initialized as(3) v i t = ( v i …