Journal Article

·2014

Realization of the differential evolution algorithm on FPGA

Ali Rıza Yilmaz YTU , Burcu Erkmen YTU , Oğuzhan Yavuz YTU

Abstract

In this work, a hardware implementation of differential evolution algorithm (DEA) on field-programmable gate array (FPGA) is realized. The implementation of DEA on FPGA is carried out to find minimum value of an equation with two unknowns. This study is a preparatory work for the training of neural networks with DEA on FPGA which is more complicated.

Keywords

Field-programmable gate array Realization (probability) Computer science Differential (mechanical device) Work (physics) Artificial neural network Differential equation Parallel computing Algorithm Embedded system Artificial intelligence Mathematics Engineering

Subject Areas

Neural Networks and Applications ·Artificial Intelligence ·Physical Sciences
Metaheuristic Optimization Algorithms Research ·Artificial Intelligence ·Physical Sciences
Model Reduction and Neural Networks ·Statistical and Nonlinear Physics ·Physical Sciences