Local Bearing Estimation for a Swarm of Low-Cost Miniature Robots

Author:

Liu ZheyuORCID,West CraigORCID,Lennox BarryORCID,Arvin FarshadORCID

Abstract

Swarm robotics focuses on decentralised control of large numbers of simple robots with limited capabilities. Decentralised control in a swarm system requires a reliable communication link between the individuals that is able to provide linear and angular distances between the individuals—Range & Bearing. This study presents the development of an open-source, low-cost communication module which can be attached to miniature sized robots; e.g., Mona. In this study, we only focused on bearing estimation to mathematically model the bearings of neighbouring robots through systematic experiments using real robots. In addition, the model parameters were optimised using a genetic algorithm to provide a reliable and precise model that can be applied for all robots in a swarm. For further investigation and improvement of the system, an additional layer of optimisation on the hardware layout was implemented. The results from the optimisation suggested a new arrangement of the sensors with slight angular displacements on the developed board. The precision of bearing was significantly improved by optimising in both software level and re-arrangement of the sensors’ positions on the hardware layout.

Funder

Engineering and Physical Sciences Research Council

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Cited by 10 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. An Optimised Robot Swarm Flocking with Genetic Algorithm;2023 IEEE International Conference on Mechatronics and Automation (ICMA);2023-08-06

2. Real-time Detection of Bio-inspired Kilobots: A Comparison of Cloud vs. Local Resources;2022 IEEE 7th Forum on Research and Technologies for Society and Industry Innovation (RTSI);2022-08-24

3. INFLUENCE OF DIAGNOSTICS ON BEARING RELIABILITY ON ROBOTIC SYSTEMS;Advanced Engineering Letters;2022-07

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