Distributed Ledger Data Exchange Model Based on a Multilayer Approach

S. Vorobyev, S. Shirobokova, V. Evsin
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Abstract

As part of the modern approach to “digitalization”, distributed ledger systems are used more intensively as promising tools with a breakthrough innovative potential. This paper presents a possible implementation of a distributed ledger system using the cloud, fog, edge computing, and IoT technology. The paper describes the aspects that should be considered when building a distributed ledger architecture optimization model (dynamic distribution of network services, explosive volumes of maintenance traffic, difficult-to-predict heterogeneous nature of data traffic from various IoT devices). The relevance of using a fractal model to describe data traffic in a distributed ledger network is shown. The research presents a formalized problem definition of minimizing data traffic and network load, which takes into account the distribution of data processing and storing assets, as well as the implementation of services in the cloud, fog, and edge computing environments to create an optimal multilayer topology of the computer network architecture based on a distributed ledger system. The experimental results for Poisson and fractal traffic models obtained using a genetic optimization algorithm with a variable mutation are presented.
基于多层方法的分布式账本数据交换模型
作为现代“数字化”方法的一部分,分布式账本系统作为具有突破性创新潜力的有前途的工具被更广泛地使用。本文提出了一种使用云、雾、边缘计算和物联网技术的分布式账本系统的可能实现。本文描述了构建分布式账本架构优化模型时应考虑的几个方面(网络服务的动态分布、维护流量的爆炸性增长、来自各种物联网设备的数据流量难以预测的异构性)。使用分形模型来描述分布式账本网络中的数据流量的相关性显示。该研究提出了最小化数据流量和网络负载的形式化问题定义,考虑了数据处理和存储资产的分布以及云、雾和边缘计算环境下的服务实现,以创建基于分布式账本系统的计算机网络体系结构的最优多层拓扑。给出了用变量变异遗传优化算法求解泊松交通模型和分形交通模型的实验结果。
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