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A biologically-inspired distributed fault tolerant flocking control for multi-agent system in presence of uncertain dynamics and unknown disturbance

机译:存在不确定动力学和未知干扰的多主体系统生物启发分布式容错植绒控制

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摘要

In this paper, the problem of flocking for Multi-Agent Systems (MAS) in presence of system uncertainties and unknown disturbances is investigated. A biologically-inspired novel distributed resilient controller based on a computational model of emotional learning in the mammalian brain is proposed. The methodology, known as Brain Emotional Learning Based Intelligent Controller (BELBIC), integrates a resilience mechanism with multi-objective properties into the distributed flocking control strategy. The developed strategy adopts the learning capabilities of BELBIC with the flocking that makes it a very promising approach, especially while dealing with system uncertainties and/or unknown disturbances. Furthermore, the low computational complexity of the designed method makes it very suitable for practical implementation in real-time applications. Eventually, the effectiveness of the developed intelligent resilient distributed flocking control approach is demonstrated through the several simulation scenarios.
机译:本文研究了存在系统不确定性和未知干扰的多智能体系统(MAS)的植绒问题。提出了一种基于哺乳动物大脑情感学习计算模型的生物启发式新型分布式弹性控制器。该方法被称为基于脑情感学习的智能控制器(BELBIC),它将具有多目标属性的弹性机制集成到分布式植绒控制策略中。制定的策略采用了BELBIC的学习能力和植绒技术,这使其成为非常有前途的方法,尤其是在处理系统不确定性和/或未知干扰时。此外,所设计方法的低计算复杂度使其非常适合实时应用中的实际实现。最终,通过几种模拟场景证明了开发的智能弹性分布式植绒控制方法的有效性。

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