Traffic-Aware Configuration of All-Optical Data Center Networks Based on Hyper-FleX-LION

被引:0
|
作者
Yang, Hao [1 ,2 ]
Zhu, Zuqing [1 ]
机构
[1] Univ Sci & Technol China, Sch Informat Sci & Technol, Hefei 230027, Anhui, Peoples R China
[2] Southwest Univ Sci & Technol, Dept Informat Engn, Mianyang 621010, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Optical switches; Wavelength division multiplexing; Routing; Arrayed waveguide gratings; Optical sensors; Data centers; Solid modeling; Data center networks (DCNs); all-optical DCNs; traffic-aware configuration; distributed machine learning; ARCHITECTURE;
D O I
10.1109/TNET.2024.3363841
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Due to the advantages of optical circuit switching (OCS), all -optical data center networks (DCNs) have attracted intensive research interests recently. Hyper-FleX-LION is a highly -flexible all -optical DCN architecture that operates with the OCS based on wavelength -division multiplexing (WDM). In this work, we study how to realize traffic -aware configuration of all -optical DCNs in Hyper-FleX-LION. We formulate an integer linear programming (ILP) model for the problem to jointly optimize the configuration of Hyper-FleX-LION and the provisioning schemes of demands in it for minimizing its port usage. To ensure the practicalness of the optimization, we assume that each top -of -rack (ToR) switch can not only receive the traffic targeting to its rack but also forward traffic to other racks as an intermediate node. We also classifier traffic demands as normal and latency -sensitive ones, and set the maximum hop -count for routing latency -sensitive demands. By analyzing the complexity of the problem theoretically, we prove its APX-hardness, i.e., there does not exist a polynomial -time approximation algorithm for it unless P = NP. Then, we propose a polynomial -time heuristic JTRO based on iterative optimization to solve the problem effectively and time -efficiently. Extensive numerical simulations verify the effectiveness of our proposed algorithm. We also build a small-scale but real all -optical DCN testbed in Hyper-FleX-LION to interconnect four racks, and leverage distributed machine learning (DML) as the network services in it to demonstrate the performance of our proposal experimentally.
引用
收藏
页码:2675 / 2688
页数:14
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