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用于八卦协议的云原生仿真框架:网络动态建模与分析

Cloud-native simulation framework for gossip protocol: Modeling and analyzing network dynamics.

作者信息

Wira Samsuddin Samsuddin, Tan Chee Keong, Wong Wai Peng, Tan Ian K T

机构信息

School of Information Technology, Monash University Malaysia, Sunway, Selangor, Malaysia.

School of Mathematical and Computer Sciences, Heriot-Watt University Malaysia, Putrajaya, Selangor, Malaysia.

出版信息

PLoS One. 2025 Jun 23;20(6):e0325817. doi: 10.1371/journal.pone.0325817. eCollection 2025.

DOI:10.1371/journal.pone.0325817
PMID:40549757
Abstract

This research paper explores the implementation of gossip protocols in cloud native framework through network modeling and simulation analysis. Gossip protocol is known for their decentralized and fault-tolerant nature. Simulating gossip protocols with conventional tools may face limitations in flexibility and scalability, complicating analysis, especially for larger or more diverse networks. In this paper, gossip protocols are tested within the context of cloud native computing, which leverages its scalability, flexibility, and observability. The study aims to assess the performance and feasibility of gossip protocols within cloud-native settings through a simulated environment. The paper delves into the theoretical foundation of gossip protocol, highlights the core components of cloud native computing, and explains the methodology employed in the simulation. A detailed guide has been provided on utilizing cloud-native frameworks to simulate gossip protocols across varied network environments. The simulation analysis provides insights into gossip protocols' behavior in distributed cloud-native systems, evaluating aspects of scalability, reliability, and observability. This investigation contributes to understanding the practical implications and potential applications of gossip protocol within modern cloud-native architectures, which can also apply to conventional network infrastructure.

摘要

本文通过网络建模和仿真分析,探讨了八卦协议在云原生框架中的实现。八卦协议以其去中心化和容错性而闻名。使用传统工具模拟八卦协议可能在灵活性和可扩展性方面面临限制,使分析变得复杂,尤其是对于更大或更多样化的网络。在本文中,八卦协议在云原生计算的背景下进行测试,云原生计算利用其可扩展性、灵活性和可观测性。该研究旨在通过模拟环境评估八卦协议在云原生环境中的性能和可行性。本文深入探讨了八卦协议的理论基础,突出了云原生计算的核心组件,并解释了模拟中采用的方法。提供了一份详细指南,介绍如何利用云原生框架在各种网络环境中模拟八卦协议。仿真分析深入了解了八卦协议在分布式云原生系统中的行为,评估了可扩展性、可靠性和可观测性等方面。这项研究有助于理解八卦协议在现代云原生架构中的实际影响和潜在应用,这也可应用于传统网络基础设施。

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本文引用的文献

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Sensors (Basel). 2023 Feb 16;23(4):2215. doi: 10.3390/s23042215.
2
Post quantum blockchain architecture for internet of things over NTRU lattice.基于 NTRU 格的物联网后量子区块链架构。
PLoS One. 2023 Feb 1;18(2):e0279429. doi: 10.1371/journal.pone.0279429. eCollection 2023.
3
Effect of mutation and vaccination on spread, severity, and mortality of COVID-19 disease.新冠病毒疾病的传播、严重程度和死亡率的突变和疫苗接种影响。
J Med Virol. 2022 Jan;94(1):197-204. doi: 10.1002/jmv.27293. Epub 2021 Aug 30.
4
Up-to-the-Minute Privacy Policies Gossips in Participatory Epidemiological Studies.参与式流行病学研究中的实时隐私政策与传闻
Front Big Data. 2021 May 13;4:624424. doi: 10.3389/fdata.2021.624424. eCollection 2021.