IF 4.7 2区 计算机科学 Q1 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Transactions on Network and Service Management Pub Date : 2024-10-17 DOI:10.1109/TNSM.2024.3483088
Lifan Mei;Jinrui Gou;Jingrui Yang;Yujin Cai;Yong Liu
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摘要

现代通信网络越来越多地配备了网内计算能力和服务。此类网络中的路由选择比传统路由选择复杂得多。流量的合法路由不仅需要有足够的通信和计算资源,还必须符合各种特定应用的路由约束。本文全面研究了嵌入计算服务网络中的路由优化问题。我们开发了一系列路由优化模型,并针对不同的计算场景推导出了低复杂度的启发式路由算法。针对动态需求,我们还开发了一种具有性能保证的在线路由算法。通过在真实拓扑结构上对新兴应用的评估,我们证明了我们的模型可以灵活定制,以满足不同计算应用的各种路由要求。我们提出的启发式算法明显优于基线算法,并能在各种场景中实现接近最优的性能。
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On Routing Optimization in Networks With Embedded Computational Services
Modern communication networks are increasingly equipped with in-network computational capabilities and services. Routing in such networks is significantly more complicated than the traditional routing. A legitimate route for a flow not only needs to have enough communication and computation resources, but also has to conform to various application-specific routing constraints. This paper presents a comprehensive study on routing optimization problems in networks with embedded computational services. We develop a set of routing optimization models and derive low-complexity heuristic routing algorithms for diverse computation scenarios. For dynamic demands, we also develop an online routing algorithm with performance guarantees. Through evaluations over emerging applications on real topologies, we demonstrate that our models can be flexibly customized to meet the diverse routing requirements of different computation applications. Our proposed heuristic algorithms significantly outperform baseline algorithms and can achieve close-to-optimal performance in various scenarios.
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来源期刊
IEEE Transactions on Network and Service Management
IEEE Transactions on Network and Service Management Computer Science-Computer Networks and Communications
CiteScore
9.30
自引率
15.10%
发文量
325
期刊介绍: IEEE Transactions on Network and Service Management will publish (online only) peerreviewed archival quality papers that advance the state-of-the-art and practical applications of network and service management. Theoretical research contributions (presenting new concepts and techniques) and applied contributions (reporting on experiences and experiments with actual systems) will be encouraged. These transactions will focus on the key technical issues related to: Management Models, Architectures and Frameworks; Service Provisioning, Reliability and Quality Assurance; Management Functions; Enabling Technologies; Information and Communication Models; Policies; Applications and Case Studies; Emerging Technologies and Standards.
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