Real-Time Map Matching: A New Algorithm Integrating Spatio-Temporal Proximity and Improved Weighted Circle

被引:10
作者
Teng, Wenxin [1 ]
Wang, Yanhui [1 ]
机构
[1] Capital Normal Univ, Coll Resource Environm & Tourism, Informat Collect & Applicat Key Lab 3D, Educ Minist, Beijing 100084, Peoples R China
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
real-time map matching; spatio-temporal proximity; improved weight circle; STP-IWC; TRANSPORTATION; NAVIGATION;
D O I
10.1515/geo-2019-0023
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Previous real-time map matching algorithms for in-vehicle navigation systems had some efficiencies and defects on time lagging and low accuracy. As a response, this paper proposes a new algorithm that integrates STP (spatio-temporal proximity) and IWC (improved weighted circle), in which the new algorithm proposes STP to dynamically refine candidate matching roads, and IWC to adaptively identify the optimal matching road. Specifically, three spatio-temporal proximity indicators are defined in STP to build a three-dimensional stereoscopic cone, and then the two-dimensional projection of the cone are adopted to dynamically select the candidate matching roads. Further, by adaptively setting the weight, the IWC algorithm is developed to integrate three new parameters to adaptively determine the optimal matching road. The test results show that the matching accuracy of the algorithm is over 95%, much higher than that of the existing algorithm, which demonstrates the feasibility and efficiency of the new algorithm.
引用
收藏
页码:288 / 297
页数:10
相关论文
共 24 条
[1]   COMPUTING THE FRECHET DISTANCE BETWEEN 2 POLYGONAL CURVES [J].
ALT, H ;
GODAU, M .
INTERNATIONAL JOURNAL OF COMPUTATIONAL GEOMETRY & APPLICATIONS, 1995, 5 (1-2) :75-91
[2]   A license plate-recognition algorithm for intelligent transportation system applications [J].
Anagnostopoulos, Christos Nikolaos E. ;
Anagnostopoulos, Ioannis E. ;
Loumos, Vassili ;
Kayafas, Eleftherios .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2006, 7 (03) :377-392
[3]  
Bi J., 2014, J TRANSPORT INFORM S, V32, P127
[4]  
Fang Weijun, 2007, Microcomputer Information, V23, P217
[5]  
Frechet M. M., 1996, RENDICONTI CIRCOLO M, V22, P1
[6]   A weight-based map-matching algorithm for vehicle navigation in complex urban networks [J].
Hashemi, Mahdi ;
Karimi, Hassan A. .
JOURNAL OF INTELLIGENT TRANSPORTATION SYSTEMS, 2016, 20 (06) :573-590
[7]  
INEL O, 2018, IEEE T IND INFORM, P1253, DOI DOI 10.1145/3269206.3271779
[8]  
Jiang Guo-yan, 2009, Microcomputer Information, P118
[9]   A GPS-Based Classification of Visitors' Vehicular Behavior in a Protected Area Setting [J].
Kidd, Abigail M. ;
D'Antonio, Ashley ;
Monz, Christopher ;
Heaslip, Kevin ;
Taff, Derrick ;
Newman, Peter .
JOURNAL OF PARK AND RECREATION ADMINISTRATION, 2018, 36 (01) :69-89
[10]   Algebraic and Geometric Characterizations of Double-Cross Matrices of Polylines [J].
Kuijpers, Bart ;
Moelans, Bart .
ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION, 2016, 5 (09)