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Indexing the Trajectories of Moving Objects in Networks

机译:索引网络中运动对象的轨迹

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摘要

The management of moving objects has been intensively studied in recent years. A wide and increasing range of database applications has to deal with spatial objects whose position changes continuously over time, called moving objects. The main interest of these applications is to efficiently store and query the positions of these continuously moving objects. To achieve this goal, index structures are required. The main proposals of index structures for moving objects deal with unconstrained 2-dimensional movement. Constrained movement is a special and a very important case of object movement. For example, cars move in roads and trains in railroads. In this paper we propose a new index structure for moving objects on networks, the MON-Tree. We describe two network models that can be indexed by the MON-Tree. The first model is edge oriented, i.e., the network consists of nodes and edges and there is a polyline associated to each edge. The second one is more suitable for transportation networks and isroute oriented, i.e., the network consists of routes and junctions. In this model, a polyline also serves as a representation of the routes. We propose the index in terms of the basic algorithms for insertion and querying. We test our proposal in an extensive experimental evaluation with generated data sets using as underlying networks the roads of Germany. In our tests, the MON-Tree shows good scalability and outperforms the competing index structures in updating (index creation) as well as in querying.
机译:近年来,对运动物体的管理进行了深入研究。越来越多的数据库应用程序必须处理位置随时间连续变化的空间对象,称为移动对象。这些应用程序的主要目的是有效地存储和查询这些连续移动的对象的位置。为了实现此目标,需要索引结构。用于移动对象的索引结构的主要建议涉及无约束的二维移动。受约束的运动是对象运动的一种特殊且非常重要的情况。例如,汽车在公路上行驶而火车在铁路上行驶。在本文中,我们提出了一种用于在网络上移动对象的新索引结构MON-Tree。我们描述了可以由MON-Tree索引的两个网络模型。第一个模型是面向边的,即,网络由节点和边组成,并且每个边都有一条折线。第二种更适合于运输网络和面向路线的网络,即该网络由路线和路口组成。在此模型中,折线也可以用作路线的表示。我们根据插入和查询的基本算法提出索引。我们使用德国道路作为基础网络,在生成的数据集的广泛实验评估中测试了我们的建议。在我们的测试中,MON-Tree具有良好的可伸缩性,并且在更新(索引创建)和查询中均优于竞争性索引结构。

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