Symmetry-free routing and spectrum assignment: a universal algorithm based on first-fit

IF 4 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Journal of Optical Communications and Networking Pub Date : 2024-08-13 DOI:10.1364/JOCN.521978
George N. Rouskas
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Abstract

First-fit (FF) is a well-known and widely deployed algorithm for spectrum assignment (SA), but until our recent study [J. Opt. Commun. Netw.14, 165 (2022)], investigations of the algorithm had been experimental in nature and no formal properties of the algorithm with respect to SA were known. In this work, we make two contributions. First, we show that FF is a universal algorithm for the SA problem in the sense that, for any variant, 1) it can be used to construct solutions equivalent to, or better than, any solution obtained by any other algorithm, and 2) it can construct an optimal solution. This universality property applies to both the min-max and min-frag objectives and to variants of the SA problem with or without guard band constraints. Consequently, the spectrum symmetry-free model of our recent study [J. Opt. Commun. Netw.14, 165 (2022)] extends to all known SA variants, which therefore reduce to permutation problems. Second, we extend the spectrum symmetry-free model to the routing and spectrum assignment (RSA) problem in general topologies. This model allows for the design of more efficient algorithms as it eliminates from consideration an exponential number of equivalent symmetric solutions. By sidestepping symmetry, the RSA solution space is naturally and optimally decomposed into a routing space and a connection permutation space. Building upon this property, we introduce a two-parameter, symmetry-free universal algorithm that can be used to tackle any RSA variant in a uniform manner. The algorithm is amenable to multi-threaded execution to speed up the search process, and the value of the parameters can be adjusted to strike a balance between running time and solution quality. Our evaluation provides insight into the relative benefits of path diversity (which determines the size of the routing space) and connection diversity (which determines the size of the permutation space).
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无对称路由和频谱分配:基于首次拟合的通用算法
First-fit (FF) 是一种众所周知并被广泛应用的频谱分配(SA)算法,但在我们最近的研究[J. Opt. Commun. Netw.14, 165 (2022)]之前,对该算法的研究一直是实验性质的,而且不知道该算法在频谱分配方面的正式特性。在这项工作中,我们有两个贡献。首先,我们证明了 FF 是 SA 问题的通用算法,即对于任何变体,1)它都可以用来构建等同于或优于任何其他算法得到的解,2)它可以构建最优解。这一普遍性既适用于最小最大目标和最小碎片目标,也适用于有或无保护带约束的 SA 问题变体。因此,我们最近研究的无频谱对称模型[J. Opt. Commun. Netw.14, 165 (2022)]可扩展到所有已知的 SA 变体,从而简化为置换问题。其次,我们将无频谱对称模型扩展到一般拓扑结构中的路由和频谱分配(RSA)问题。这一模型可以设计出更高效的算法,因为它消除了指数级数量的等效对称解。通过避开对称性,RSA 解决方案空间被自然、优化地分解为路由空间和连接置换空间。基于这一特性,我们引入了一种双参数、无对称的通用算法,可用于以统一的方式处理任何 RSA 变体。该算法适合多线程执行,以加快搜索过程,而且可以调整参数值,在运行时间和解决方案质量之间取得平衡。我们的评估深入分析了路径多样性(决定路由空间的大小)和连接多样性(决定排列空间的大小)的相对优势。
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来源期刊
CiteScore
9.40
自引率
16.00%
发文量
104
审稿时长
4 months
期刊介绍: The scope of the Journal includes advances in the state-of-the-art of optical networking science, technology, and engineering. Both theoretical contributions (including new techniques, concepts, analyses, and economic studies) and practical contributions (including optical networking experiments, prototypes, and new applications) are encouraged. Subareas of interest include the architecture and design of optical networks, optical network survivability and security, software-defined optical networking, elastic optical networks, data and control plane advances, network management related innovation, and optical access networks. Enabling technologies and their applications are suitable topics only if the results are shown to directly impact optical networking beyond simple point-to-point networks.
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