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Multi-objective optimization in autonomous foraging using swarm robots

delete2026-01-16
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PRE
AI
E
Erick J. Ordáz-Rivas
A
Angel Rodríguez
L
Luis Torres‐Treviño *
DOI:10.1016/j.swevo.2026.102294delete
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Abstract

Abstract

En 中文
Swarm robotics is an innovative field focused on developing collective behaviors through local interactions among simple robots, enabling scalability and flexibility across a wide range of tasks. This study presents a behavioral model for collective foraging based on RAOI (repulsion, attraction, orientation, and influence) parameters, and investigates how their tuning affects multi-objective performance in robot swarms. Our approach explores the relationship between RAOI parameter configurations and task-level performance metrics, allowing systematic analysis of emergent swarm behaviors in dynamic environments.

Journal

Swarm and Evolutionary Computation cover
Swarm and Evolutionary Computation
IF:
8.5
Papers:
2.2K
Citations:
1.0W

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Cited Papers

Cited Papers

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errYandong Luo; Jianwen Guo; Zhenpeng Lao; Shaohui Zhang; Xiaohui Yan
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Benchmark of swarm robotics distributed techniques in a search task
err2014-02-01
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errMicael S. Couceiro; Patricia A. Vargas; Rui P. Rocha; Nuno M.F. Ferreira
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Swarm robotics reviewed
err2012-07-03
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errJan Carlo Barca; Y. Ahmet Sekercioglu
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Research Advance in Swarm Robotics
err2013-03-01
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errOAAI
errYing Tan; Zhong-yang Zheng
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An Affection-Based Dynamic Leader Selection Model for Formation Control in Multirobot Systems
err2017-07-01
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PREAI
errLi, Feng; Ding, Yongsheng; Zhou, Mengchu; Hao, Kuangrong; Chen, Lei
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Collective Navigation of Aerial Vehicle Swarms: A Flocking Inspired Approach
err2024-01-01
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PREAI
errWang, Fakui; Huang, Jialei; Low, Kin Huat; Hu, Tianjiang
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