权重变化路网的连续近邻查询

Weifeng Lv, Fei Wang, T. Zhu, Yuan Zhang
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引用次数: 1

摘要

最近的研究主要集中在固定权重路网中的连续最近邻查询问题上,其中所有的用户在任何时候都能找到到最近邻居的相同路线。随着越来越多的人走同一条路,交通拥堵出现了,用户不得不花更多的时间到达目的地。在本文中,我们提出了一种新的连续k近邻查询形式,考虑到道路网络中大规模的权值变化。以实时交通信息作为变化权值,提出了一种求解权值变化路网中连续k个近邻查询的控制关系监控算法,该算法能够根据交通状况找到到达k个近邻的最快路径,避免交通堵塞。此外,我们的算法在一定程度上达到了连续阻塞最近邻的目标。利用实际数据进行了全面的实验评估,证明了该算法的效率和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Continuous Nearest Neighbor Queries in Weight Changing Road Networks
Recent researches have focused on continuous nearest neighbor queries in road networks with fixed weight, where all the users find the same routes to the nearest neighbors all the time. As more and more people follow the same way, traffic jams occur and users have to spend more time to get the destinations. In this paper, we propose a novel form of continuous k nearest neighbor queries considering the large scale weight changes in road networks. By using real-time traffic information as the changing weight, we present a Domination Relationship Monitoring Algorithm to solve Continuous k Nearest Neighbor queries in weight changing road networks, which can find the fastest way to k nearest neighbors according to the traffic conditions and avoid traffic jams. Moreover, our algorithm achieves the target of Continuous obstructed Nearest Neighbor to some extent. A comprehensive experimental evaluation using real data has been conducted to demonstrate the efficiency and effectiveness of our algorithm.
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