GPU accelerated genetic algorithm with sequence-based clustering for ordered problems

R Ohira, MS Islam - 2020 IEEE Congress on Evolutionary …, 2020 - ieeexplore.ieee.org
The island model allows genetic algorithms to effectively maintain diversity through
migration between multiple independent populations. Due to its flexibility and modularity, it …

Speedup vs. quality: Asynchronous and cluster-based distributed adaptive genetic algorithms for ordered problems

R Ohira, MS Islam, H Kayesh - Parallel Computing, 2021 - Elsevier
While the main motivation for Parallel Genetic Algorithms (PGAs) has been to improve the
scalability of Genetic Algorithms (GAs), techniques and strategies for maintaining population …

MSGM: A Markov Model Based Similarity Guide Matrix for Optimising Ordered Problems by Balanced-Evolution Genetic Algorithms

RJ Ohira, MS Islam, H Kayesh, SMR Islam - IEEE Access, 2020 - ieeexplore.ieee.org
Where traditional genetic algorithms tend to prematurely converge on local optima, adaptive
strategies aim to maintain a healthy level of population diversity by introducing randomness …