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1 Computer Science

1 2024

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CV19T, a novel bio-socially inspiredmethod, belonging to a newnature-inspired metaheuristics class

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Bouthina S. , Abdessemed M.-R. , Hocine R.

tom T. 25 (3)

1--45

The paper presents CV19T, a novel bio-socially inspired metaheuristic, wherethe cornerstone on which rests is the relationship between humans crowdingdensity, on one side, influenced by their mobility, mutual attractiveness to eachother and individual consciousness, and on the other side, the amazing speedof COVID-19 propagation. CV19T originality resides in the fact of combin-ing features from two completely distinct and famous classes, namely: swarmintelligence and Evolutionary Algorithms. Moreover, CV19T extends elitismconcept (i.e. survival of the most powerful), on which are based courant evo-lutionist approaches to the survival of the most beneficial one. Also, CV19Tshows that additional parameters can increase control of its behaviour, in manycases, leading to rise in its results relevance. To validate CV19T, it was testedon benchmarks set, including 23 functions (unimodal, multimodal and fixed-dimensional multimodal) and 4 real-world problems.