A whale optimization algorithm based on atom-like structure differential evolution for solving engineering design problems.

ABSTRACT: The whale optimization algorithm has received much attention since its introduction due to its outstanding performance. However, like other algorithms, the whale optimization algorithm still suffers from some classical problems. To address the issues of slow convergence, low optimization precision, and susceptibility to local convergence in the whale optimization algorithm (WOA). Defining the optimization behavior of whale individuals as quantum mechanical behavior, a whale optimization algorithm based on atom-like structure differential evolution (WOAAD) is proposed. Enhancing the spiral update mechanism by introducing a sine strategy guided by the electron orbital center. Improving the random-walk foraging mechanism by applying mutation operations to both the electron orbital center and

SUBMITTER: Tang J 

PROVIDER: S-EPMC10774322 | biostudies-literature | 2024 Jan

REPOSITORIES: biostudies-literature