MDTA: An efficient, scalable and fast Multiple Disjoint Tree Algorithm for dynamic environments

IF 4.5 3区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS Computer Communications Pub Date : 2024-11-02 DOI:10.1016/j.comcom.2024.107989
Diego Lopez-Pajares , Elisa Rojas , Mankamana Prasad Mishra , Parveen Jindgar , Joaquin Alvarez-Horcajo , Nicolas Manso , Jonathan Desmarais
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Abstract

Emerging applications such as telemedicine, the tactile Internet or live streaming place high demands on low latency to ensure a satisfactory Quality of Experience (QoE). In these scenarios the use of trees can be particularly interesting to efficiently deliver traffic to groups of users because they further enhance network performance by providing redundancy and fault tolerance, ensuring service continuity when network failure or congestion scenarios occur. Furthermore, if trees are isolated from each other (they do not share common communication elements as links and/or nodes), their benefits are further enhanced since events such as failures or congestion in one tree do not affect others. However, the challenge of computing fully disjoint trees (both link- and node-disjoint) introduces significant mathematical complexity, resulting in longer computation times, which negatively impacts latency-sensitive applications.
In this article, we propose a novel algorithm designed to rapidly compute multiple fully (either link- or node-) disjoint trees while maintaining efficiency and scalability, specifically focused on targeting the low-latency requirements of emerging services and applications. The proposed algorithm addresses the complexity of ensuring disjointedness between trees without sacrificing performance. Our solution has been tested in a variety of network environments, including both wired and wireless scenarios.
The results showcase that our proposed method is approximately 100 times faster than existing techniques, while achieving a comparable success rate in terms of number of obtained disjoint trees. This significant improvement in computational speed makes our approach highly suitable for the low-latency requirements of next-generation networks.
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MDTA:适用于动态环境的高效、可扩展且快速的多叉树算法
远程医疗、触觉互联网或直播流媒体等新兴应用对低延迟提出了很高的要求,以确保令人满意的体验质量(QoE)。在这些应用场景中,使用树形网络向用户群有效传输流量尤为重要,因为树形网络可通过提供冗余和容错功能进一步提高网络性能,确保在网络故障或拥塞情况下服务的连续性。此外,如果树之间相互隔离(它们不共享链路和/或节点等共同通信元素),那么它们的优势就会进一步增强,因为一棵树发生故障或拥塞等事件不会影响到其他树。在本文中,我们提出了一种新型算法,旨在快速计算多个完全(链路或节点)互不相交的树,同时保持效率和可扩展性,特别是针对新兴服务和应用的低延迟要求。所提出的算法在不牺牲性能的前提下,解决了确保树之间不相交的复杂性问题。我们的解决方案已在各种网络环境(包括有线和无线场景)中进行了测试。结果表明,我们提出的方法比现有技术快约 100 倍,同时在获得的不相交树数量方面达到了相当的成功率。计算速度的大幅提升使我们的方法非常适合下一代网络对低延迟的要求。
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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来源期刊
Computer Communications
Computer Communications 工程技术-电信学
CiteScore
14.10
自引率
5.00%
发文量
397
审稿时长
66 days
期刊介绍: Computer and Communications networks are key infrastructures of the information society with high socio-economic value as they contribute to the correct operations of many critical services (from healthcare to finance and transportation). Internet is the core of today''s computer-communication infrastructures. This has transformed the Internet, from a robust network for data transfer between computers, to a global, content-rich, communication and information system where contents are increasingly generated by the users, and distributed according to human social relations. Next-generation network technologies, architectures and protocols are therefore required to overcome the limitations of the legacy Internet and add new capabilities and services. The future Internet should be ubiquitous, secure, resilient, and closer to human communication paradigms. Computer Communications is a peer-reviewed international journal that publishes high-quality scientific articles (both theory and practice) and survey papers covering all aspects of future computer communication networks (on all layers, except the physical layer), with a special attention to the evolution of the Internet architecture, protocols, services, and applications.
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