Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
}
TY - GEN
T1 - Human designed vs. genetically programmed differential evolution operators
AU - Pavlidis, Nicos
AU - Tasoulis, Dimitrios K
AU - Plagianakos, V. P.
AU - Vrahatis, Michael N.
PY - 2006
Y1 - 2006
N2 - The hybridization and combination of different Evolutionary Algorithms to improve the quality of the solutions and to accelerate execution is a common research practice. In this paper, we utilize Genetic Programming to evolve novel Differential Evolution operators. The genetic evolution resulted in parameter free Differential Evolution operators. Our experimental results indicate that the performance of the genetically programmed operators is comparable and in some cases is considerably better than the already existing human designed ones.
AB - The hybridization and combination of different Evolutionary Algorithms to improve the quality of the solutions and to accelerate execution is a common research practice. In this paper, we utilize Genetic Programming to evolve novel Differential Evolution operators. The genetic evolution resulted in parameter free Differential Evolution operators. Our experimental results indicate that the performance of the genetically programmed operators is comparable and in some cases is considerably better than the already existing human designed ones.
U2 - 10.1109/CEC.2006.1688536
DO - 10.1109/CEC.2006.1688536
M3 - Conference contribution/Paper
SN - 0-7803-9487-9
SP - 1880
EP - 1886
BT - IEEE Congress on Evolutionary Computation (CEC 2006)
PB - IEEE
ER -