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Recently, much progress has been made on particle swarm optimization (PSO). A number of works have been devoted to analyzing the convergence of the underlying algorithms. Nevertheless, in most cases, rather simplified hypotheses are used.…

最优化与控制 · 数学 2016-11-15 Quan Yuan , George Yin

We propose a computational framework to quantify (measure) and to optimize the reliability of complex systems. The approach uses a graph representation of the system that is subject to random failures of its components (nodes and edges).…

最优化与控制 · 数学 2021-06-25 Joshua L. Pulsipher , Victor M. Zavala

Swarm based optimization algorithms have demonstrated remarkable success in solving complex optimization problems. However, their widespread adoption remains sceptical due to limited transparency in how different algorithmic components…

神经与进化计算 · 计算机科学 2026-04-01 Nitin Gupta , Bapi Dutta , Anupam Yadav

General purpose optimization routines such as nlminb, optim (R) or nlmixed (SAS) are frequently used to estimate model parameters in nonstandard distributions. This paper presents Particle Swarm Optimization (PSO), as an alternative to many…

机器学习 · 统计学 2024-05-22 Sisi Shao , Junhyung Park , Weng Kee Wong

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

In this paper, the fuzzy multi-objective reliability redundancy allocation problem (FMORRAP) is proposed, which maximizes the system reliability while simultaneously minimizing the system cost under the type 2 fuzzy uncertainty. In the…

神经与进化计算 · 计算机科学 2020-06-28 Zubair Ashraf , Pranab K. Muhuri , Q. M. Danish Lohani , Mukul L. Roy

In transportation planning and development, transport network design problem seeks to optimize specific objectives (e.g. total travel time) through choosing among a given set of projects while keeping consumption of resources (e.g. budget)…

最优化与控制 · 数学 2015-02-04 Mehran Fasihozaman Langerudi

In the software industry, two software engineering development best practices coexist: open-source and closed-source software. The former has a shared code that anyone can contribute, whereas the latter has a proprietary code that only the…

软件工程 · 计算机科学 2024-01-08 Omar Shatnawi

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

Generality is one of the main advantages of heuristic algorithms, as such, multiple parameters are exposed to the user with the objective of allowing them to shape the algorithms to their specific needs. Parameter selection, therefore,…

神经与进化计算 · 计算机科学 2017-05-22 Carlos Garcia Cordero

Nature has long inspired the development of swarm intelligence (SI), a key branch of artificial intelligence that models collective behaviors observed in biological systems for solving complex optimization problems. Particle swarm…

神经与进化计算 · 计算机科学 2025-11-18 Dikshit Chauhan , Shivani , P. N. Suganthan

A particle swarm optimizer (PSO) loosely based on the phenomena of crystallization and a chaos factor which follows the complimentary error function is described. The method features three phases: diffusion, directed motion, and nucleation.…

神经与进化计算 · 计算机科学 2018-02-13 Casey Kneale , Karl S. Booksh

Swarm intelligence effectively optimizes complex systems across fields like engineering and healthcare, yet algorithm solutions often suffer from low reliability due to unclear configurations and hyperparameters. This study analyzes…

机器学习 · 计算机科学 2025-08-13 Nitin Gupta , Indu Bala , Bapi Dutta , Luis Martínez , Anupam Yadav

In this study we address existing deficiencies in the literature on applications of Particle Swarm Optimization to generate optimal designs. We present the results of a large computer study in which we bench-mark both efficiency and…

神经与进化计算 · 计算机科学 2022-06-15 Stephen J. Walsh , John J. Borkowski

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

In this paper an on-line multiple faults detection approach is first of all proposed. For efficiency, an optimal design of membership functions is required. Thus, the proposed approach is improved using Particle Swarm Optimization (PSO)…

神经与进化计算 · 计算机科学 2012-06-13 Imtiez Fliss , Moncef Tagina

The reliability redundancy allocation problem (RRAP) is a well-known tool in system design, development, and management. The RRAP is always modeled as a nonlinear mixed-integer non-deterministic polynomial-time hardness (NP-hard) problem.…

神经与进化计算 · 计算机科学 2020-06-18 Wei-Chang Yeh

Significant research has been carried out in the recent years for generating systems exhibiting intelligence for realizing optimized routing in networks. In this paper, a grade based twolevel based node selection method along with Particle…

网络与互联网体系结构 · 计算机科学 2011-07-12 T. R. Gopalakrishnan Nair , Kavitha Sooda

Aiming at the latest particle swarm optimization algorithm, this paper proposes an improved Transformer model to improve the accuracy of heart disease prediction and provide a new algorithm idea. We first use three mainstream machine…

人工智能 · 计算机科学 2025-01-08 Jingyuan Yi , Peiyang Yu , Tianyi Huang , Zeqiu Xu

Financial forecasting is an estimation of future financial outcomes for a company, industry, country using historical internal accounting and sales data. We may predict the future outcome of BSE_SENSEX practically by some soft computing…

神经与进化计算 · 计算机科学 2015-03-11 S. Gopal Krishna Patro , Pragyan Parimita Sahoo , Ipsita Panda , Kishore Kumar Sahu
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