Efficient Evaluation of Shortest Travel-Time Path Queries in Road Networks by Optimizing Waypoints in Route Requests Through Spatial Mashups

被引:4
|
作者
Zhang, Detian [1 ]
Chow, Chi-Yin [2 ]
Li, Qing [2 ,3 ]
Liu, An [4 ]
机构
[1] Jiangnan Univ, Sch Digital Media, Wuxi, Peoples R China
[2] City Univ Hong Kong, Dept Comp Sci, Kowloon Tong, Hong Kong, Peoples R China
[3] City Univ Hong Kong, Shenzhen Res Inst, Multimedia Software Engn Res Ctr, Shenzhen, Guangdong, Peoples R China
[4] Soochow Univ, Sch Comp Sci, Suzhou, Peoples R China
来源
关键词
Spatial mashups; Location-based services; Direction sharing; Waypoints; Web mapping services;
D O I
10.1007/978-3-319-45814-4_9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the real world, the route with the shortest travel time in a road network is more meaningful than that with the shortest network distance for location-based services (LBS). However, not every LBS provider has adequate resources to compute/estimate travel time for routes by themselves. A cost-effective way for LBS providers to estimate travel time for routes is to issue external requests to Web mapping services (e.g., Google Maps, Bing Maps, and MapQuest Maps). Due to the high cost of processing such external requests and the usage limits of Web mapping services, we take the advantage of direction sharing and waypoints supported by Web mapping services to reduce the number of external requests and the query response time for shortest travel-time route queries in this paper. We model the problem of selecting the optimal waypoints for an external route request as finding the longest simple path in a weighted bipartite digraph. As it is a NP-complete problem, we propose a greedy algorithm to find the best set of waypoints in an external route request. We evaluate the performance of our approach using real Web mapping services, a real road network, real and synthetic data sets. Experimental results show the efficiency, scalability, and applicability of our approach.
引用
收藏
页码:104 / 115
页数:12
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    Li, Qing
    [J]. GEOINFORMATICA, 2018, 22 (01) : 3 - 28
  • [2] Efficient evaluation of shortest travel-time path queries through spatial mashups
    Detian Zhang
    Chi-Yin Chow
    An Liu
    Xiangliang Zhang
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    [J]. GeoInformatica, 2018, 22 : 3 - 28
  • [3] Efficient Batch Processing of Shortest Path Queries in Road Networks
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    [J]. 2019 20TH INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT (MDM 2019), 2019, : 100 - 105
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    [J]. PROCEEDINGS OF THE VLDB ENDOWMENT, 2012, 5 (05): : 406 - 417
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    Funke, Stefan
    Matijevic, Domagoj
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    Schultes, Dominik
    [J]. PROCEEDINGS OF THE NINTH WORKSHOP ON ALGORITHM ENGINEERING AND EXPERIMENTS AND THE FOURTH WORKSHOP ON ANALYTIC ALGORITHMICS AND COMBINATORICS, 2007, : 46 - +
  • [6] Robust, Almost Constant Time Shortest-Path Queries in Road Networks
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    [J]. SHORTEST PATH PROBLEM, 2009, 74 : 193 - 218
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    Lam, Kam-Yiu
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