Work

Polyploidy and Discontinuous Heredity Effect on Evolutionary Multi-Objective Optimization

Year: 2013
Type: preprint
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.
Authors: Elshamy, Wesam, Emara, Hassan M, Bahgat, Ahmed
Language: English
Open Access status: green
OpenAlex ID: W2133082407
Cites: 14
Cited by: 2
Related to: 20