The k-Constrained Bipartite Matching Problem: Approximation Algorithms and Applications to Wireless Networks

A. Berger, J. Gross, T. Harks
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引用次数: 3

Abstract

In communication networks, resource assignment problems appear in several different settings. These problems are often modeled by a maximum weight matching problem in bipartite graphs and efficient matching algorithms are well known. In several applications, the corresponding matching problem has to be solved many times in a row as the underlying system operates in a time-slotted fashion and the edge weights change over time. However, changing the assignments can come with a certain cost for reconfiguration that depends on the number of changed edges between subsequent assignments. In order to control the cost of reconfiguration, we propose the k-constrained bipartite matching problem for bipartite graphs, which seeks an optimal matching that realizes at most k changes from a previous matching. We provide fast approximation algorithms with provable guarantees for this problem. Furthermore, to cope with the sequential nature of assignment problems, we introduce an online variant of the k-constrained matching problem and derive online algorithms that are based on our approximation algorithms for the k-constrained bipartite matching problem. Finally, we establish the applicability of our model and our algorithms in the context of OFDMA wireless networks finding a significant performance improvement for the proposed algorithms.
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k约束二部匹配问题:逼近算法及其在无线网络中的应用
在通信网络中,资源分配问题出现在几种不同的环境中。这些问题通常由二部图中的最大权匹配问题来建模,而有效的匹配算法是众所周知的。在一些应用中,由于底层系统以时隙方式运行,并且边缘权重随时间变化,因此必须连续多次解决相应的匹配问题。然而,改变赋值可能会带来一定的重新配置成本,这取决于后续赋值之间改变的边的数量。为了控制重构的代价,我们提出了二部图的k约束二部匹配问题,该问题寻求与前一个匹配相比最多改变k次的最优匹配。我们提供了具有可证明保证的快速逼近算法。此外,为了处理分配问题的顺序性质,我们引入了k约束匹配问题的一个在线变体,并推导了基于k约束二部匹配问题的近似算法的在线算法。最后,我们建立了我们的模型和算法在OFDMA无线网络环境下的适用性,发现所提出的算法的性能有了显着的提高。
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