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Extended guided tabu search and a new packing algorithm for the two-dimensional loading vehicle routing problem

机译:二维制导车辆路径问题的扩展制导禁忌搜索和新打包算法

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摘要

In this paper, we develop an extended guided tabu search (EGTS) and a new heuristic packing algorithm for the two-dimensional loading vehicle routing problem (2L-CVRP). The 2L-CVRP is a combination of two well-known NP-hard problems, the capacitated vehicle routing problem, and the two-dimensional bin packing problem, it is very difficult to get a good performance solution in practice for these problems. We propose a meta-heuristic methodology EGTS which incorporates theories of tabu search and extended guided local search (EGLS). It has been proved that tabu search is a very good approach for the CVRP, and the guiding mechanism of the EGLS can help tabu search to escape effectively from local optimum. Furthermore, we have modified a collection of packing heuristics by adding a new packing heuristic to solve the loading constraints in 2L-CVRP, in order to improve the cost function significantly. The effectiveness of the proposed algorithm is tested, and proven by extensive computational experiments on benchmark instances.
机译:在本文中,我们针对二维装载车辆路径问题(2L-CVRP)开发了扩展的引导禁忌搜索(EGTS)和新的启发式打包算法。 2L-CVRP是两个众所周知的NP难题,车辆通行能力问题和二维装箱问题的组合,因此在实践中很难为这些问题找到良好的性能解决方案。我们提出了一种元启发式方法EGTS,该方法结合了禁忌搜索和扩展引导的局部搜索(EGLS)的理论。事实证明,禁忌搜索是CVRP的一种非常好的方法,而EGLS的指导机制可以帮助禁忌搜索有效地摆脱局部最优。此外,我们通过添加新的包装试探法来解决2L-CVRP中的加载约束,修改了包装试探法的集合,以显着改善成本函数。测试了所提算法的有效性,并通过对基准实例的大量计算实验进行了验证。

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