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An Efficient Implementation of a Static Move Descriptor-based Local Search Heuristic

机译:基于静态移动描述符的本地搜索启发式的有效实现

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This paper proposes several strategies for a more efficient implementation of the concept of Static Move Descriptors (SMDs), a recently developed technique that significantly speeds up Local Search-based algorithms. SMDs exploit the fact that each local search step affects only a small part of the solution and allow for efficient tracking of changes at each iteration, such that unnecessary reevaluations can be avoided. The concept is highly effective at reducing computation times and is sufficiently generic to be applied in any Local Search-based algorithm. Despite its significant advantages, the design proposed in the literature suffers from high overhead and high implementational complexity. Our proposals lead to a much leaner and simpler implementation that offers better extendibility and significant further speedups of local search algorithms. We compare implementations for the Capacitated Vehicle Routing Problem (CVRP) - a well-studied, complex problem that serves as a benchmark for a wide variety of optimization techniques. (C) 2018 Elsevier Ltd. All rights reserved.
机译:本文提出了一些策略,以更有效地实现静态移动描述符(SMD)的概念,该技术是最近开发的一种技术,可以显着加快基于本地搜索的算法。 SMD利用以下事实:每个本地搜索步骤仅影响解决方案的一小部分,并允许在每次迭代时有效地跟踪更改,从而可以避免不必要的重新评估。该概念在减少计算时间方面非常有效,并且具有足够的通用性,可应用于任何基于本地搜索的算法。尽管具有显着的优点,但是文献中提出的设计遭受高开销和高实现复杂度的困扰。我们的建议导致了更精简的实现,从而提供了更好的可扩展性并极大地加快了本地搜索算法的速度。我们比较了容量车辆路径问题(CVRP)的实现,该问题是经过深入研究的复杂问题,可作为各种优化技术的基准。 (C)2018 Elsevier Ltd.保留所有权利。

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