A Genetic Programming Based Heuristic to Simplify Rugged Landscapes Exploration

Some optimization problems are difficult to solve due to a considerable number of local optima, which may result in premature convergence of the optimization process. To address this problem, we propose a novel heuristic method for constructing a smooth surrogate model of the original function. The...

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Bibliographic Details
Main Authors: Gloria Pietropolli, Giuliamaria Menara, Mauro Castelli
Format: Article
Language:English
Published: Ital Publication 2023-07-01
Series:Emerging Science Journal
Subjects:
Online Access:https://www.ijournalse.org/index.php/ESJ/article/view/1815