Journal of Geo-information Science ›› 2020, Vol. 22 ›› Issue (11): 2109-2117.doi: 10.12082/dqxxkx.2020.190738
ZHENG Shichen1,2(), SHENG Yehua1,2,*(
), LV Haiyang3
Received:
2019-11-27
Revised:
2020-02-13
Online:
2020-11-25
Published:
2021-01-25
Contact:
SHENG Yehua
E-mail:shichen_zheng@163.com;shengyehua@njnu.edu.cn
Supported by:
ZHENG Shichen, SHENG Yehua, LV Haiyang. Vehicle Trajectory-map Matching based on Particle Filter[J].Journal of Geo-information Science, 2020, 22(11): 2109-2117.DOI:10.12082/dqxxkx.2020.190738
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[1] | 吴华意, 黄蕊, 游兰, 等. 出租车轨迹数据挖掘进展[J]. 测绘学报, 2019,48(11):1341-1356. |
[ Wu H Y, Huang R, You L. et al. Recent progress in taxi trajectory data mining[J]. Acta Geodaetica et Cartographica Sinica, 2019,48(11):1341-1356. ] | |
[2] | 高文超, 李国良, 塔娜. 路网匹配算法综述[J]. 软件学报, 2018,29(2):225-250. |
[ Gao W C, Li G L, Ta N. Survey of map matching algorithms[J]. Journal of Software, 2018,29(2):225-250. ] | |
[3] | Zheng Y, Zhou X F. Computing with spatial trajectories[M]. Springer Science & Business Media, 2011: 28-31. |
[4] | Quddus M A, Ochieng W Y, Noland R B. Current map-matching algorithms for transport applications: State-of-the art and future research directions[J]. Transportation Research Part C: Emerging technologies, 2007,15(5):312-328. |
[5] | 高强, 张凤荔, 王瑞锦, 等. 轨迹大数据:数据处理关键技术研究综述[J]. 软件学报, 2017,28(4):959-992. |
[ Gai Q, Zhang F L, Wang R J, et al. Trajectory big data: A review of key technologies in data processing[J]. Journal of Software, 2017,28(4):959-992. ] | |
[6] | 张健钦, 李明轩, 段颖超, 等. 一种改进的快速浮动车地图匹配方法[J].测绘通报,2017(1):87-92. |
[ Zhang J Q, Li M X, Duan Y C, et al. An improved algorithm for fast map-matching of floating car[J]. Bulletin of Surveying and Mapping, 2017(1):87-92. ] | |
[7] | 刘张, 王心迪, 闫小勇. 面向复杂城市道路网络的GPS轨迹匹配算法[J]. 电子科技大学学报, 2016,45(6):1008-1013. |
[ Liu Z, Wang X D, Yan X Y. Map-matching algorithm for GPS trajectories in complex urban road networks[J]. Journal of University of Electronic Science and Technology of China, 2016,45(6):1008-1013. ] | |
[8] | 吴涛, 向隆刚, 龚健雅. 路网更新的轨迹—地图匹配方法[J]. 测绘学报, 2017,46(4):507-515. |
[ Wu T, Xiang L G, Gong J Y. Renewal of road networks using map-matching technique of trajectories[J]. Acta Geodaetica et CartographicaSinica, 2017,46(4):507-515. ] | |
[9] | Liu X, Liu K, Li M, et al. A ST-CRF map-matching method for low-frequency floating car data[J]. IEEE Transactions on Intelligent Transportation Systems, 2016,18(5):1241-1254. |
[10] | Yin H, Wolfson O. A weight-based map matching method in moving objects databases [C]//Proceedings 16th International Conference on Scientific and Statistical Database Management, 2004. IEEE , 2004: 437-438. |
[11] | 高需, 武延军, 郭黎敏, 等. 基于偏好的个性化路网匹配算法[J]. 软件学报, 2018,29(11):3500-3516. |
[ Gao X, Wu Y J, Guo L M, et al. Personalized map-matching algorithm based on drive preference[J]. Journal of Software, 2018,29(11):3500-3516. ] | |
[12] | Nikolić M, Jović J. Implementation of generic algorithm in map-matching model[J]. Expert Systems with Applications, 2017,72:283-292. |
[13] | Lou Y, Zhang C, Zheng Y, et al. Map-matching for low-sampling-rate GPS trajectories [C]//Proceedings of the 17th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, 2009: 352-361. |
[14] | 李清泉, 胡波, 乐阳. 一种基于约束的最短路径低频浮动车数据地图匹配算法[J]. 武汉大学学报·信息科学版, 2013,38(7):805-808, 885. |
[ Li Q Q, Hu B, Le Y. Flowing car data map-matching based on constrained shortest path algorithm[J]. Geomatics and Information Science of Wuhan University, 2013,38(7):805-808, 885. ] | |
[15] | 朱递, 刘瑜. 一种路网拓扑约束下的增量型地图匹配算法[J]. 武汉大学学报·信息科学版, 2017,42(1):77-83. |
[ Zhu D, Liu Y. An incremental map-matching method based on road network topology[J]. Geomatics and Information Science of Wuhan University, 2017,42(1):77-83. ] | |
[16] | Gonzalez H, Han J, Li X, et al. Adaptive fastest path computation on a road network: A traffic mining approach [C]//Proceedings of the 33rd international conference on Very large data bases. VLDB Endowment, 2007: 794-805. |
[17] | Brakatsoulas S, Pfoser D, Salas R, et al. On map-matching vehicle tracking data [C]//Proceedings of the 31st international conference on Very large data bases. VLDB Endowment, 2005: 853-864. |
[18] | Newson P, Krumm J. Hidden Markov map matching through noise and sparseness [C]//Proceedings of the 17th ACM SIGSPATIAL international conference on advances in geographic information systems. ACM, 2009: 336-343. |
[19] | Song C, Yan X, Stephen N, et al. Hidden Markov model and driver path preference for floating car trajectory map matching[J]. IET Intelligent Transport Systems, 2018,12(10):1433-1441. |
[20] | Davidson P, Collin J, Takala J. Application of particle filters to a map-matching algorithm[J]. Gyroscopy and Navigation, 2011,2(4):285. |
[21] | 黄小平, 王岩, 廖鹏程. 粒子滤波原理及应用——MATLAB仿真[M]. 北京: 电子工业出版社, 2017: 1-7. |
[ Huang X P, Wang Y, Liao P C. Particle filter theory and application-Matlabsimulation[M]. Beijing: Publishing House of Electronics Industry, 2017: 1-7. ] |
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