Parallel implementation of particle swarm optimization on FPGA

ALX Da Costa, CAD Silva, MF Torquato… - … on Circuits and …, 2019 - ieeexplore.ieee.org
This brief proposes a parallel implementation, with fixed point, of the particle swarm
optimization (PSO) algorithm on field-programmable gate array (FPGA). Results associated …

A hardware accelerator for particle swarm optimization

RM Calazan, N Nedjah, LM Mourelle - Applied Soft Computing, 2014 - Elsevier
Abstract The Particle Swarm Optimization or PSO is a heuristic based on a population of
individuals, in which the candidates for a solution of the problem at hand evolve through a …

Hardware opposition-based PSO applied to mobile robot controllers

DM Muñoz, CH Llanos, LS Coelho… - … Applications of Artificial …, 2014 - Elsevier
Adaptation of mobile robot controllers commonly requires the computation of optimal points
of operation. Specifically, for miniature mobile robots with serious computational limitations …

Comparison between two FPGA implementations of the particle swarm optimization algorithm for high-performance embedded applications

DM Muñoz, CH Llanos, LS Coelho… - 2010 IEEE Fifth …, 2010 - ieeexplore.ieee.org
Particle Swarm Optimization (PSO) algorithms have been proposed to solve engineering
problems that require to find an optimal point of operation. There are several embedded …

UAV route planning optimization using PSO implemented on microcontrollers

GD Goez, RA Velasquez… - IEEE Latin America …, 2016 - ieeexplore.ieee.org
The performance and power consumption are essential when designing and implementing
embedded systems for flight control unmanned aerial vehicles (UAV). One of the main …

A Hardware-Efficient Perturbation Method to the Digital Tent Map

L Nardo, E Nepomuceno, D Muñoz, D Butusov… - Electronics, 2023 - mdpi.com
Digital chaotic systems used in various applications such as signal processing, artificial
intelligence, and communications often suffer from the issue of dynamical degradation. This …

A general framework for accelerating swarm intelligence algorithms on FPGAs, GPUS and multi-core CPUS

D Li, L Huang, K Wang, W Pang, Y Zhou… - IEEE Access, 2018 - ieeexplore.ieee.org
Swarm intelligence algorithms (SIAs) have demonstrated excellent performance when
solving optimization problems including many real-world problems. However, because of …

A hardware architecture for training of artificial neural networks using particle swarm optimization

A Bezborah - 2012 Third International Conference on Intelligent …, 2012 - ieeexplore.ieee.org
Artificial Neural Networks (ANN) find applications in various fields of science and
engineering. The training of ANN is an iterative process which consumes huge amount of …

Hardware particle swarm optimization based on the attractive-repulsive scheme for embedded applications

DM Munoz, CH Llanos, LS Coelho… - 2010 International …, 2010 - ieeexplore.ieee.org
Particle Swarm Optimization (PSO) algorithms have been proposed to solve engineering
problems that require to find an optimal point of operation. However, the PSO algorithm …

FPGA realization of particle swarm optimization algorithm using floating point arithmetic

A Rathod, RA Thakker - 2014 International Conference on High …, 2014 - ieeexplore.ieee.org
Attraction towards Particle Swarm Optimization (PSO) algorithm has grown rapidly in the
recent times due to being a simple and efficient optimization technique able to solve many …