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The advantages of evolutionary algorithms with respect to traditional methods have been greatly discussed in the literature. While particle swarm optimizers share such advantages, they outperform evolutionary algorithms in that they require…

神经与进化计算 · 计算机科学 2021-01-28 Johann Sienz , Mauro S. Innocente

Particle swarm optimisation is a metaheuristic algorithm which finds reasonable solutions in a wide range of applied problems if suitable parameters are used. We study the properties of the algorithm in the framework of random dynamical…

神经与进化计算 · 计算机科学 2015-11-20 J. Michael Herrmann , Adam Erskine , Thomas Joyce

The article presents a study of the Particle Swarm optimization method for scheduling problem. To improve the method's performance a restriction of particles' velocity and an evolutionary meta-optimization were realized. The approach…

神经与进化计算 · 计算机科学 2020-06-22 Pavel Matrenin , Viktor Sekaev

In this paper we propose a Particle Swarm Optimization algorithm combined with Novelty Search. Novelty Search finds novel place to search in the search domain and then Particle Swarm Optimization rigorously searches that area for global…

神经与进化计算 · 计算机科学 2024-09-02 Mr. Rajesh Misra , Kumar S Ray

Particle swarm optimization is used in several combinatorial optimization problems. In this work, particle swarms are used to solve quadratic programming problems with quadratic constraints. The approach of particle swarms is an example for…

人工智能 · 计算机科学 2014-07-24 Deepak Kumar , A G Ramakrishnan

Particle swarm optimization (PSO) is a search algorithm based on stochastic and population-based adaptive optimization. In this paper, a pathfinding strategy is proposed to improve the efficiency of path planning for a broad range of…

神经与进化计算 · 计算机科学 2022-06-24 David , Budi Adiperdana

The range of applications of traditional optimization methods are limited by the features of the object variables, and of both the objective and the constraint functions. In contrast, population-based algorithms whose optimization…

神经与进化计算 · 计算机科学 2021-01-27 Mauro S. Innocente , Johann Sienz

This thesis is concerned with continuous, static, and single-objective optimization problems subject to inequality constraints. Nevertheless, some methods to handle other kinds of problems are briefly reviewed. The particle swarm…

神经与进化计算 · 计算机科学 2021-01-27 Mauro S. Innocente

Particle swarm optimization is a popular method for solving difficult optimization problems. There have been attempts to formulate the method in formal probabilistic or stochastic terms (e.g. bare bones particle swarm) with the aim to…

神经与进化计算 · 计算机科学 2012-11-19 Peter Andras

Particle swarm optimization (PSO) is a widely used nature-inspired meta-heuristic for solving continuous optimization problems. However, when running the PSO algorithm, one encounters the phenomenon of so-called stagnation, that means in…

神经与进化计算 · 计算机科学 2013-08-09 Manuel Schmitt , Rolf Wanka

We propose the Particle Swarm Optimization (PSO) as an alternative method for locating periodic orbits in a three--dimensional (3D) model of barred galaxies. We develop an appropriate scheme that transforms the problem of finding periodic…

天体物理学 · 物理学 2009-11-10 Ch. Skokos , K. E. Parsopoulos , P. A. Patsis , M. N. Vrahatis

This paper tackles the data completion problem related to the Helmholtz equation. The goal is to identify unknown boundary conditions on parts of the boundary that cannot be accessed directly, by making use of measurements collected from…

数值分析 · 数学 2025-10-08 Jamal Daoudi , Chakir Tajani

Particle Swarm Optimization (PSO) is a popular nature-inspired meta-heuristic for solving continuous optimization problems. Although this technique is widely used, the understanding of the mechanisms that make swarms so successful is still…

神经与进化计算 · 计算机科学 2014-09-02 Vanessa Lange , Manuel Schmitt , Rolf Wanka

Traditional methods present a very restrictive range of applications, mainly limited by the features of the function to be optimized and of the constraint functions. In contrast, evolutionary algorithms present almost no restriction to the…

神经与进化计算 · 计算机科学 2021-01-26 Mauro S. Innocente , Johann Sienz

The paper introduces particle swarm optimization as a viable strategy to find numerical solution of Diophantine equation, for which there exists no general method of finding solutions. The proposed methodology uses a population of integer…

神经与进化计算 · 计算机科学 2010-03-16 Siby Abraham , Sugata Sanyal , Mukund Sanglikar

Particle Swarm Optimisation (PSO) is a powerful optimisation algorithm that can be used to locate global maxima in a search space. Recent interest in swarms of Micro Aerial Vehicles (MAVs) begs the question as to whether PSO can be used as…

机器人学 · 计算机科学 2019-07-18 Lauren Parker , James Butterworth , Shan Luo

Particle Swarm Optimization is a global optimizer in the sense that it has the ability to escape poor local optima. However, if the spread of information within the population is not adequately performed, premature convergence may occur.…

神经与进化计算 · 计算机科学 2021-01-27 Mauro S. Innocente , Johann Sienz

The aim of paper is to apply two types of particle swarm optimization, global best andlocal best PSO to a constrained maximum likelihood estimation problem in pseudotime anal-ysis, a sub-field in bioinformatics. The results have shown that…

神经与进化计算 · 计算机科学 2022-10-04 Elvis Cui , Dongyuan Song , Weng Kee Wong

Particle swarm optimization algorithm is a stochastic meta-heuristic solving global optimization problems appreciated for its efficacity and simplicity. It consists in a swarm of particles interacting among themselves and searching the…

概率论 · 数学 2024-09-23 Vianney Bruned , André Mas , Sylvain Wlodarczyk

Particle Swarm Optimization (PSO) is a metaheuristic global optimization paradigm that has gained prominence in the last two decades due to its ease of application in unsupervised, complex multidimensional problems which cannot be solved…

神经与进化计算 · 计算机科学 2019-01-07 Saptarshi Sengupta , Sanchita Basak , Richard Alan Peters
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