延迟约束自组织应用程序在边缘位置的数学模型

M. Mordacchini, E. Carlini, Patrizio Dazzi
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引用次数: 0

摘要

高度动态和异构的环境是云/边缘连续体边缘的特征,需要新的智能方法来解决这种复杂场景的需求。特别是,已经提出了自适应和自组织的分散解决方案,用于优化边缘应用程序的放置。在本文中,我们提出了一个概率数学模型,允许描述这样的解决方案之一。该模型的目标是双重的:i)使所提出的解决方案的收敛性成为可能;Ii)在不需要实际实施或模拟系统的情况下,研究自组织解决方案的影响,从而评估解决方案在特定情况下的适用性。本文给出了所提出的解决方案的数学公式,并通过系统仿真对所提出的模型进行了验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Mathematical Model for Latency Constrained Self-Organizing Application Placement in the Edge
The highly dynamic and heterogeneous environment that characterizes the edge of the Cloud/Edge Continuum calls for new intelligent methods for tackling the needs of such a complex scenario. In particular, adaptive and self-organizing decentralized solutions have been advanced for optimizing the placement of applications at the Edge. In this paper, we propose a probabilistic mathematical model that allows to describe one of such solutions. The goal of the model is twofold: i) to make it possible to demonstrate the convergence of the proposed solution; ii) to study the impact of the self-organizing solution without the need of an actual implementation or simulation of the system, allowing to evaluate the suitability of the solution in specific contexts. The paper presents the mathematical formulation of the proposed solution as well as the validation of the proposed model against a simulation of the system.
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