Implementation of hardware genetic algorithm

Hardware implementation of four-step genetic search algorithm

A Hardware Implementation of the Compact Genetic Algorithm

We propose a hardware implementation of the Compact Genetic Algorithm (Compact GA). The design is realized using Verilog HDL, then fabricated on FPGA. Our design, though simple, runs about 1,000 times faster than the software executing on a workstation. An alternative hardware for linkage learning is also proposed in order to enhance the capability of Compact GA to solve highly deceptive problems.

The Hardware Implementation of a Novel Genetic Algorithm

This paper presents a novel genetic algorithm, termed the Optimum Individual Monogenetic Algorithm (OIMGA) and describes its hardware implementation. As the monogenetic strategy retains only the optimum individual, the memory requirement is dramatically reduced and no crossover circuitry is needed, thereby ensuring the requisite silicon area is kept to a minimum. Consequently, depending on appl...

Hardware Implementation of Genetic Algorithm Based Digital Colour Image Watermarking

The objective of this work is to develop a hardware-based watermarking system to identify the device using which the photograph was taken. The watermark chip will be fit in any electronic component that acquires the images, which are then watermarked in real time while capturing along with separate key. Watermarking is the process of embedding the watermark, in which a watermark is inserted in ...

A Novel Genetic Algorithm Designed for Hardware Implementation

A new genetic algorithm, termed the ‘optimum individual monogenetic genetic algorithm’ (OIMGA), is presented whose properties have been deliberately designed to be well suited to hardware implementation. Specific design criteria were to ensure fast access to the individuals in the population, to keep the required silicon area for hardware implementation to a minimum and to incorporate flexibili...