基于距离加权的机器人群体自组织聚合方法

Belkacem Khaldi, F. Harrou, Foudil Cherif, Ying Sun
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引用次数: 4

摘要

本文提出了一种距离加权K近邻(DW-KNN)拓扑来研究机器人群体中的自组织聚集行为。在提出的邻域拓扑中应用虚拟物理方法使机器人保持在一起。采用基于平滑粒子流体动力学(SPH)插值方法的距离加权函数作为关键因素来识别机器人聚集时考虑的k近邻。这些邻居之间的虚拟物理连接是通过基于虚拟粘弹性的接近模型来实现的。通过基于ARGoS的模拟器,我们对所提出的方法进行了建模和评估,展示了N英尺机器人群执行的各种自组织聚合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A distance weighted-based approach for self-organized aggregation in robot swarms
In this paper, a Distance-Weighted K Nearest Neighboring (DW-KNN) topology is proposed to study self-organized aggregation as an emergent swarming behavior within robot swarms. A virtual physics approach is applied among the proposed neighborhood topology to keep the robots together. A distance-weighted function based on a Smoothed Particle Hydrodynamic (SPH) interpolation approach is used as a key factor to identify the K-Nearest neighbors taken into account when aggregating the robots. The intra virtual physical connectivity among these neighbors is achieved using a virtual viscoelastic-based proximity model. With the ARGoS based-simulator, we model and evaluate the proposed approach showing various self-organized aggregations performed by a swarm of N foot-bot robots.
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