Efficient Engineering of Complex Self-Organising Systems by Self-Stabilising Fields

Mirko Viroli, J. Beal, Ferruccio Damiani, Danilo Pianini
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引用次数: 48

Abstract

Self-organising systems are notoriously difficult to engineer, particularly due to the interactions between complex specifications and the simultaneous need for efficiency and for resilience to faults and changes in execution conditions. We address this problem with an engineering methodology that separates these three aspects, allowing each to be engineered independently. Beginning with field calculus, we identify the largest known sub-language of self-stabilising programs, guaranteed to eventually attain correct behaviour despite any perturbation in state or topology. Construction of complex systems is then facilitated by identifying "building block" operators expressed in this language, into which many complex specifications can be readily factored, thereby attaining resilience but possibly with improvable efficiency. Efficient implementation may then be achieved by substituting high-performance coordination mechanisms that are asymptotically equivalent to particular applications of building block operators. We illustrate this workflow by construction and simulation of example applications for evacuation alerts and for live estimation of crowd feedback at mass events.
基于自稳定场的复杂自组织系统的高效工程
众所周知,自组织系统很难设计,特别是由于复杂规范之间的相互作用,同时需要效率和对执行条件中的故障和变化的弹性。我们用一种分离这三个方面的工程方法来解决这个问题,允许每个方面都独立地进行工程设计。从场演算开始,我们确定了已知的最大的自稳定程序子语言,保证最终获得正确的行为,尽管在状态或拓扑上有任何扰动。然后,通过识别用这种语言表达的“构建块”操作符,可以方便地将许多复杂的规范纳入其中,从而获得弹性,但可能具有改进的效率。然后,可以通过替换与构建块操作符的特定应用渐近等效的高性能协调机制来实现有效的实现。我们通过构建和模拟疏散警报的示例应用程序以及大规模事件中人群反馈的实时估计来说明该工作流。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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