Polyploidy and Discontinuous Heredity Effect on Evolutionary Multi-Objective Optimization
Abstract
This paper examines the effect of mimicking discontinuous heredity caused by carrying more than one chromosome in some living organisms cells in Evolutionary Multi-Objective Optimization algorithms. In this representation, the phenotype may not fully reflect the genotype. By doing so we are mimicking living organisms inheritance mechanism, where traits may be silently carried for many generations to reappear later. Representations with different number of chromosomes in each solution vector are tested on different benchmark problems with high number of decision variables and objectives. A comparison with Non-Dominated Sorting Genetic Algorithm-II is done on all problems.
Keywords
Cite
@article{arxiv.1302.7051,
title = {Polyploidy and Discontinuous Heredity Effect on Evolutionary Multi-Objective Optimization},
author = {Wesam Elshamy and Hassan M Emara and Ahmed Bahgat},
journal= {arXiv preprint arXiv:1302.7051},
year = {2013}
}
Comments
Corrected the last name of the second author to match his name in the paper