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Self-organized pattern formation in a swarm system as a transient phenomenon of non-linear dynamics

机译:群系统中自组织模式的形成作为非线性动力学的瞬态现象

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This article presents a microscopic model (agent positions, directions and interactions are explicitly modelled) of mobile agents (or self-propelled particles) that is inspired by the 'complex transport networks' reported by Jones (2010; The emergence and dynamical evolution of complex transport networks from simple low-level behaviours, International Journal of Unconventional Computing 6, pp. 125-144). Here, the agents' positions are modelled continuously. This multi-agent system (or artificial swarm) shows a wide variety of self-organized pattern formations. The self-organization is based on the non-linearity of the agents' turns (discrete jumps in the agents' direc-tions) and the indirect interactions of the agents via a potential field that determines their motion (high values are attractive) and which is changed by themselves (agents increase the value of the potential field at their positions). At least most of the irreg-ular and complex patterns are transient. The patterns found during the transient are more complex than those the system converges to. Still, this transient behaviour is rel-evant. We empirically investigate the transient times in dependence of several system parameters and give examples.
机译:本文介绍了移动代理(或自推进颗粒)的微观模型(明确地模拟了代理的位置,方向和相互作用),该模型受Jones(2010年)报道的“复杂的运输网络”的启发;从简单的低级行为传输网络,国际非常规计算杂志6,第125-144页)。在此,对代理商的职位进行连续建模。这种多主体系统(或人工群体)显示出各种各样的自组织图案形式。自组织是基于业务代表转弯的非线性(业务代表方向上的离散跳跃)和业务代表通过势场(确定其运动(高值很有吸引力))之间的间接相互作用而建立的,自身改变(代理增加其位置上的势场值)。至少大多数不规则和复杂的模式都是瞬时的。瞬态过程中发现的模式比系统收敛的模式复杂。不过,这种瞬态行为是相对的。我们根据几个系统参数以经验方式研究瞬态时间并给出示例。

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