对称欧几里得开环 TSP 的 1.5 近似值

IF 3.4 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS IEEE Access Pub Date : 2024-10-02 DOI:10.1109/ACCESS.2024.3472282
Alok Chauhan
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引用次数: 0

摘要

旅行推销员问题(Travelling Salesman Problem,TSP)是一个 NP 难问题,因此缺乏能提供最优解的高效算法。迄今为止,该领域的基准算法是 Christofides 算法,它为公制 TSP 提供了 3/2 的上限。本文表明,一种名为 2- Repetitive Nearest Neighbor (2-RNN) 的简单近邻启发式算法无需构建最小生成树和欧拉游,其实现简单得多,而且对开环对称欧氏 TSP 的近似率也达到了 3/2,这也符合当前开环 TSP 的标准。实验还表明,在 TSPLIB 数据集的 8 个实例中,2-RNN 在差距百分比(18.75)方面的平均性能优于 Christofides 算法(28.09);在 Dots 数据集的 6449 个实例中,2-RNN 和 Christofides 的差距百分比分别为 1.06(2-RNN)和 9.10(Christofides),尽管其代价是时间复杂度高出一个数量级。
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A 1.5-Approximation for Symmetric Euclidean Open Loop TSP
Travelling Salesman Problem (TSP) is NP-hard and therefore lacks efficient algorithm that provides optimal solution. So far, a benchmark in this area is Christofides’ Algorithm, which provides an upper bound of 3/2 for metric TSP. In this paper, it is shown that a simple nearest neighbor heuristic called 2- Repetitive Nearest Neighbor (2-RNN) with much simpler implementation without the need to construct minimum spanning tree and Euler tour also has the approximation ratio of 3/2 for open loop symmetric Euclidean TSP which also matches with current standard for open loop TSP. Experiments also show that the average performance of 2-RNN in terms of gap percentage (18.75) is better than that of Christofides’ algorithm (28.09) for eight instances of TSPLIB dataset and gap percentage of 1.06 (2-RNN) and 9.10 (Christofides) for 6449 instances of the Dots dataset, albeit at the cost of an order of magnitude higher time complexity.
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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