Article ID Journal Published Year Pages File Type
496017 Applied Soft Computing 2013 10 Pages PDF
Abstract

•A DE is presented which can work directly with real, integer, and discrete variables.•The DE improved the previously known best solutions of a number of test cases.•The DE outperformed three existing DEs and one PSO in most of the cases.

The successful application of the real-coded differential evolution (DE) to a wide range of real-valued problems has motivated researchers to investigate its potentiality to integer and discrete valued problems. In most of such works, a real-valued solution is converted into a desired integer-valued solution by applying some posterior decoding mechanisms. Only a limited number of works are found, in which attempts are made for developing an actual integer-coded DE. In this article, such a DE is presented which can work directly with real, integer and discrete variables of a problem without any conversion. In the computational experiments carried out with a set of test problems taken from literature, the DE improved several previously known best solutions, as well as outperformed some similar proposals in most of the cases.

Graphical abstractFigure optionsDownload full-size imageDownload as PowerPoint slide

Related Topics
Physical Sciences and Engineering Computer Science Computer Science Applications
Authors
, ,