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首页> 外文期刊>Computers & operations research >An adaptive tabu search algorithm embedded with iterated local search and route elimination for the bike repositioning and recycling problem
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An adaptive tabu search algorithm embedded with iterated local search and route elimination for the bike repositioning and recycling problem

机译:嵌入具有迭代本地搜索的自适应禁忌搜索算法,用于自行车重新定位和回收问题的路由消除

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摘要

The bike repositioning and recycling problem (BRRP) is significant to develop a sustainable bike-sharing system and can effectively reduce the imbalance between demand and supply. This study investigates the static repositioning and recycling problem of a bike-sharing system, which is formulated as an integer linear programming model. The BRRP is a variant of the multi-depot simultaneous pickup and delivery problem with multi-commodity demand. To solve the proposed model, an adaptive tabu search (ATS) algorithm combined with six neighborhood structures is developed. Moreover, an iterated local search (ILS) and a route elimination operator are both embedded to reduce the number of routes. The performance of the proposed ATS is evaluated by comparing it with tabu search (TS) and variable neighborhood search (VNS). The experimental results show that the proposed algorithm performs better than TS and VNS in terms of the solution quality. The proposed ATS was used to analyze the bicycle system in New York City. Finally, a free solver is developed for the bike repositioning and recycling problem, which is named the BRRP Solver. (C) 2020 Elsevier Ltd. All rights reserved.
机译:自行车重新定位和回收问题(BRRP)是开发可持续自行车共享系统的重要性,并且可以有效地降低需求和供应之间的不平衡。本研究调查了自行车共享系统的静态重新定位和回收问题,其被配制为整数线性编程模型。 BRRP是具有多商品需求的多仓同时拾取和交付问题的变体。为了解决所提出的模型,开发了一种与六个邻域结构组合的自适应禁忌搜索(ATS)算法。此外,嵌入迭代本地搜索(ILS)和路由消除操作员均嵌入到减少路线的数量。通过将其与Tabu搜索(TS)和可变邻域搜索(VN)进行比较来评估所提出的ATS的性能。实验结果表明,在解决方案质量方面,该算法的算法比TS和VNS更好。拟议的ATS用于分析纽约市的自行车系统。最后,为自行车重新定位和回收问题开发了一个自由求解器,其命名为BRRP求解器。 (c)2020 elestvier有限公司保留所有权利。

著录项

  • 来源
    《Computers & operations research》 |2020年第11期|105035.1-105035.17|共17页
  • 作者单位

    Cent South Univ Sch Traff & Transportat Engn Changsha 410075 Hunan Peoples R China|Rail Data Res & Applicat Key Lab Hunan Prov Changsha 410075 Hunan Peoples R China;

    Cent South Univ Sch Traff & Transportat Engn Changsha 410075 Hunan Peoples R China;

    Cent South Univ Sch Traff & Transportat Engn Changsha 410075 Hunan Peoples R China|Smart Transport Key Lab Hunan Prov Changsha 410075 Hunan Peoples R China;

    Cent South Univ Forestry & Technol Coll Logist & Transportat Changsha 410004 Hunan Peoples R China;

    Natl Univ Def Technol Coll Syst Engn Changsha 410073 Hunan Peoples R China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Bike-sharing system; Bike repositioning and recycling problem; Adaptive tabu search algorithm; BRRP solver;

    机译:自行车共享系统;自行车重新定位和回收问题;自适应禁忌搜索算法;BRRP求解器;

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