A Three-Phase Artificial Orcas Algorithm for Continuous and Discrete Problems

A Three-Phase Artificial Orcas Algorithm for Continuous and Discrete Problems

Habiba Drias, Lydia Sonia Bendimerad, Yassine Drias
Copyright: © 2022 |Pages: 20
DOI: 10.4018/IJAMC.304073
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Abstract

In this paper, a new swarm intelligence algorithm based on orca behaviors is proposed for problem solving. The algorithm called artificial orca algorithm (AOA) consists of simulating the orca lifestyle and in particular the social organization, the echolocation mechanism, and some hunting techniques. The originality of the proposal is that for the first time a meta-heuristic simulates simultaneously several behaviors of just one animal species. AOA was adapted to discrete problems and applied on the maze game with four level of complexity. A bunch of substantial experiments were undertaken to set the algorithm parameters for this issue. The algorithm performance was assessed by considering the success rate, the run time, and the solution path size. Finally, for comparison purposes, the authors conducted a set of experiments on state-of-the-art evolutionary algorithms, namely ACO, BA, BSO, EHO, PSO, and WOA. The overall obtained results clearly show the superiority of AOA over the other tested algorithms.
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Social Organization Of The Orcas

The orcas’ society, generally run by elderly women (matriarchs), consists often of large groups of family members that may span several generations (Killer-Whale, 2022). The resident orcas (OrcaLab, 2022) organize themselves into a matrilineal structure. For this type of orcas, the mother and her adult sons stay together all their lives. Nevertheless, girls can take their independence as soon as they have a descent, but nothing prevents them from seeing each other from time to time. The resident orcas’ society is structured hierarchically as follows:

  • A matrilineal unit. It consists of the matriarch and her descendants (on average four generations). The stability of these groups is seen in their rare inseparability.

  • A pod. It is composed of two to four matrilineal units, consisting of about 20 individuals, constituting an extended family of close mothers. These groups may separate for a period before the reunion. A pod can be defined as the orcas are usually seen traveling together.

  • A clan. It represents the third social level, it includes a set of pods, which share the same dialect and a distant ancestor.

  • A Community. It is the last and highest social level, composed of clans that socialize and meet regularly, but do not share the same dialect or common ancestors.

Figure 1 depicts this specific organization.

Figure 1.

The social orcas’ organization

IJAMC.304073.f01

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