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Scientific Reports • Vol 15 • No 1
A sterna migration algorithm-based efficient bionic engineering optimization algorithm
2025
This study proposes the Sterna Migration Algorithm (StMA), a novel metaheuristic optimization method that integrates multi-cluster sectoral diffusion, leader-follower dynamics, adaptive perturbation regulation, and a multi-phase termination mechanism to achie…
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Algorithm

Sequence of operations for a task

In mathematics and computer science, an algorithm ( ) is a finite sequence of mathematically rigorous instructions, typically used to solve a class of specific problems or to perform a computation. Algorithms are used as specifications for performing calculations and data processing. More advanced algorithms can use conditionals to divert the code execution through various routes (referred to as automated decision-making) and deduce valid inferences (referred to as automated reasoning).

In contrast, a heuristic is an approach to solving problems without well- defined correct or optimal results. For example, although social media recommender systems are commonly called "algorithms", they actually rely on heuristics as there is no truly "correct" recommendation.

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Scientific Reports • Vol 15 • No 1
A sterna migration algorithm-based efficient bionic engineering optimization algorithm
2025
This study proposes the Sterna Migration Algorithm (StMA), a novel metaheuristic optimization method that integrates multi-cluster sectoral diffusion, leader-follower dynamics, adaptive perturbation regulation, and a multi-phase termination mechanism to achieve a dynamic balance between global exploration and local exploitation. StMA was systematically evaluated on the CEC2023 benchmark functions and the CEC2014 constrained engineering design problems, with comparisons against several mainstream population-based a…
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