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Efficient Heuristics for the Time Dependent Team Orienteering Problem with Time Windows

机译:带有时间窗的时间依赖型团队定向运动问题的高效启发式方法

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摘要

The Time Dependent Team Orienteering Problem with Time Windows (TDTOPTW) can be used to model several real life problems. Among them, the route planning problem for tourists interested in visiting multiple points of interest (POIs) using public transport. The main objective of this problem is to select POIs that match tourist preferences, while taking into account a multitude of parameters and constraints and respecting the time available for sightseeing in a daily basis. TDTOPTW is NP-hard while almost the whole body of the related literature addresses the non time dependent version of the problem. The only TDTOPTW heuristic proposed so far is based on the assumption of periodic service schedules. Herein, we propose two efficient cluster-based heuristics for the TDTOPTW which yield high quality solutions, take into account time dependency in calculating travel times between POIs and make no assumption on periodic service schedules. The validation scenario for our prototyped algorithms included the metropolitan transit network and real POI sets compiled from Athens (Greece).
机译:带有时间窗口(TDTOPTW)的基于时间的团队定向运动问题可用于对几个现实生活中的问题进行建模。其中,有兴趣使用公共交通工具访问多个景点(POI)的游客的路线规划问题。这个问题的主要目的是选择与游客喜好相匹配的POI,同时考虑到众多参数和约束条件,并尊重每天的观光时间。 TDTOPTW是NP难题的,而相关文献的几乎所有内容都是针对该问题的非时间依赖性版本的。到目前为止,唯一提出的TDTOPTW启发式方法是基于定期服务时间表的假设。在此,我们为TDTOPTW提出了两种有效的基于聚类的启发式方法,它们产生高质量的解决方案,在计算POI之间的旅行时间时考虑了时间依赖性,并且不对定期服务计划进行任何假设。我们的原型算法的验证场景包括大都会运输网络和从雅典(希腊)编译的真实POI集。

著录项

  • 来源
    《Applied algorithms》|2014年|152-163|共12页
  • 会议地点 Kolkata(IN)
  • 作者单位

    Department of Cultural Technology and Communication,University of the Aegean, Mytilene, Greece,Computer Technology Institute and Press 'Diophantus' (CTI), Patras, Greece;

    Department of Informatics, University of Piraeus, Piraeus, Greece,Computer Technology Institute and Press 'Diophantus' (CTI), Patras, Greece;

    Department of Mathematics, University of Athens, Athens, Greece,Computer Technology Institute and Press 'Diophantus' (CTI), Patras, Greece;

    Department of Informatics, Technological Educational Institution of Athens, Athens, Greece,Computer Technology Institute and Press 'Diophantus' (CTI), Patras, Greece;

    School of Electrical and Computer Engineering, National Technical University of Athens, Athens, Greece,Computer Technology Institute and Press 'Diophantus' (CTI), Patras, Greece;

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  • 正文语种 eng
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