单行设施布局问题的振荡模拟退火算法

IF 7.5 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS
Baiyu Chen, Zhipeng Lü, Zhouxing Su, Junwen Ding
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引用次数: 0

摘要

单行设施布局问题的目的是将一组给定长度的设施布置在一条直线上,使所有设施对之间的距离加权和最小,在规划领域具有广泛的实际应用。本文提出了一种基于振荡的模拟退火算法来解决单行设施布局问题。我们的算法在两种模拟退火算法之间动态振荡。一种方法采用指数下降插入策略捕获有效运动,提高了搜索效率;另一种方法采用半径约束的邻域结构减小搜索空间,显著增强了搜索强度。此外,为了提高搜索速度,采用了一种新的基于分解和重组的快速增量评估方法。110个实例的实验证明了算法的竞争力。具体来说,对于所有110个实例,我们的算法在32个实例中发现了新的上界,并匹配了其他75个实例的最佳结果,只剩下3个较差的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An oscillation based simulated annealing algorithm for the single row facility layout problem
The single row facility layout problem aims to position a set of facilities of given lengths on a single line so as to minimize the weighted sum of the distances between all the pairs of facilities, which has wide real-world applications in planning areas. In this paper, we propose an oscillation based simulated annealing algorithm for solving the single row facility layout problem. Our algorithm dynamically oscillates between two simulated annealing algorithms. One employs an exponential descent insertion strategy to capture effective movements, which increases the search efficiency, while the other adopts a radius-constrained neighborhood structure to reduce search space, which significantly enhances the intensification of the search. Besides, a new fast incremental evaluation method based on decomposition and recombination is adopted to speed up the search. Experiments on 110 instances demonstrate the competitiveness of our algorithm. In specific, for all the 110 instances, our algorithm discovers new upper bounds in 32 cases and matches the best known results for other 75 instances, only remaining 3 worse results.
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来源期刊
Engineering Applications of Artificial Intelligence
Engineering Applications of Artificial Intelligence 工程技术-工程:电子与电气
CiteScore
9.60
自引率
10.00%
发文量
505
审稿时长
68 days
期刊介绍: Artificial Intelligence (AI) is pivotal in driving the fourth industrial revolution, witnessing remarkable advancements across various machine learning methodologies. AI techniques have become indispensable tools for practicing engineers, enabling them to tackle previously insurmountable challenges. Engineering Applications of Artificial Intelligence serves as a global platform for the swift dissemination of research elucidating the practical application of AI methods across all engineering disciplines. Submitted papers are expected to present novel aspects of AI utilized in real-world engineering applications, validated using publicly available datasets to ensure the replicability of research outcomes. Join us in exploring the transformative potential of AI in engineering.
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