ICCK

Jorge Armando Ramos Frutos

Tecnológico Nacional de México/Instituto Tecnológico de Jiquilpan

Section 01

Academic Profile

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Section 02

ICCK Publications

Free Access | Research Article | 02 February 2026
Battle Royale Optimizer with Ring Neighborhood Topology
ICCK Transactions on Swarm and Evolutionary Learning | Volume 2, Issue 1: 19-40, 2026 | DOI: 10.62762/TSEL.2025.751954
Abstract
Recently, battle royale optimizer (BRO), a game-based metaheuristic search algorithm, has been proposed for continuous optimization, inspired by a genre of digital games known as "battle royale." In BRO, each individual chooses the nearest opponent as a competitor. For this purpose, the Euclidean distance between individuals is calculated. This interaction corresponds to an increase in computational complexity by a factor of n. To improve the computational complexity of BRO, a modified methodology is proposed using a ring topology, namely, BRO-RT. In the modified version, a set of individuals is arranged in a ring such that each has a neighborhood comprising several individuals to its left a... More >

Graphical Abstract
Battle Royale Optimizer with Ring Neighborhood Topology