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Parallel computation of best connections in public transportation networks

机译:并行计算公交网络中最佳连接

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Exploiting parallelism in route planning algorithms is a challenging algorithmic problem with obvious applications in mobile navigation and timetable information systems. In this work, we present a novel algorithm for the so-called one-to-all profile-search problem in public transportation networks. It answers the question for all fastest connections between a given station S and any other station at any time of the day in a single query. This algorithm allows for a very natural parallelization, yielding excellent speed-ups on standard multi-core servers. Our approach exploits the facts that first, time-dependent travel-time functions in such networks can be represented as a special class of piecewise linear functions, and that second, only few connections from S are useful to travel far away. Introducing the connection-setting property, we are able to extend DIJKSTRA's algorithm in a sound manner. Furthermore, we also accelerate station-tostation queries by preprocessing important connections within the public transportation network. As a result, we are able to compute all relevant connections between two random stations in a complete public transportation network of a big city (Los Angeles) on a standard multi-core server in less than 55ms on average.
机译:在路线规划算法中利用并行性是一个具有挑战性的算法问题,在移动导航和时间表信息系统中有明显的应用。在这项工作中,我们提出了一种新颖的算法,用于解决公共交通网络中所谓的“全部”配置文件搜索问题。它在一天中的单个查询中回答给定站点S与任何其他站点之间所有最快连接的问题。该算法可实现非常自然的并行化,从而在标准多核服务器上实现出色的加速。我们的方法利用了这样一个事实:首先,此类网络中与时间相关的旅行时间函数可以表示为一类特殊的分段线性函数,其次,只有很少的S连接可用于传播很远的距离。通过引入连接设置属性,我们能够以合理的方式扩展DIJKSTRA的算法。此外,我们还通过预处理公共交通网络内的重要连接来加快站对站的查询。结果,我们能够在标准多核服务器上平均不到55ms的时间内计算出大城市(洛杉矶)的完整公共交通网络中两个随机站点之间的所有相关连接。

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