Detecting vehicle traffic patterns in urban environments using taxi trajectory intersection points

References

• Andrienko, N., and G. Andrienko. 2007. “Designing Visual Analytics Methods for Massive Collections of Movement Data.” Cartographica: The International Journal for Geographic Information and Geovisualization 42 (2): 117–138.10.3138/carto.42.2.117
   Google Scholar
• Andrienko, N., and G. Andrienko. 2010. “Spatial Generalization and Aggregation of Massive Movement Data.” IEEE Transactions on Visualization and Computer Graphics 17 (2): 205–219.
   Web of Science ®Google Scholar
• Andrienko, G., N. Andrienko, C. Hurter, S. Rinzivillo, and S. Wrobel. 2011. “From Movement Tracks through Events to Places: Extracting and Characterizing Significant Places from Mobility Data.” Paper presented at the IEEE Conference on Visual Analytics Science and Technology (VAST 2011), Providence, Rhode Island, USA, October 23−28, 161−170.
   Google Scholar
• Ankerst, M., M. M. Breunig, H.-P. Sander, and J. Kriegel. 1999. “OPTICS: Ordering Points to Identify the Clustering Structure.” Paper presented at ACM SIGMOD International Conference on Management of Data. Philadelphia, Pennsylvania, USA, May 31−June 3, 49−60.
   Google Scholar
• Bertini, R. L. 2005. “Congestion and Its Extent.” Chap. 2 in Access to Destinations, edited by D. M. Levinson and K. J. Krizek, 11–38. Bingley: Emerald Group Publishing.10.1108/9780080460550
   Google Scholar
• Biagioni, J., and J.Eriksson. 2012. “Map Inference in the Face of Noise and Disparity.” Paper presented at Proceedings of the 20th International Conference on Advances in Geographic Information Systems (SIGSPATIAL’12), Redondo Beach, California, November 6−9, 79−88.
   Google Scholar
• Chen, B. Y., H. Yuan, Q. Q. Li, W. H. K. Lam, S.-L. Shaw, and K. Yan. 2014. “Map Matching Algorithm for Large-scale Low-frequency Floating Car Data.” International Journal of Geographical Information Science 28: 22–38.10.1080/13658816.2013.816427
   Web of Science ®Google Scholar
• Chen, W., F. Guo, and F.-Y. Wang. 2015. “A Survey of Traffic Data Visualization.” IEEE Transactions on Intelligent Transportation Systems 16 (6): 2970–2984.10.1109/TITS.2015.2436897
   Web of Science ®Google Scholar
• Chen, B. Y., H. Yuan, Q. Q. Li, S.-L. Shaw, W. H. K. Lam, and X. Chen. 2016. “Spatiotemporal Data Model for Network Time Geographic Analysis in the Era of Big Data.” International Journal of Geographical Information Science 30: 1041–1071.10.1080/13658816.2015.1104317
   Web of Science ®Google Scholar
• Dodge, S., R. Weibel, S. C. Ahearn, M. Buchin, and J. A. Miller. 2016. “Analysis of Movement Data.” International Journal of Geographical Information Science 30: 825–834. doi:10.1080/13658816.2015.1132424.
   Web of Science ®Google Scholar
• Duruisseau, M., and R. Rouvoy. 2014. Automatic Inference of Roadmaps from Raw Mobility Traces. Research Report, RR-8585, INRIA. 19.
   Google Scholar
• Graser, A., M. Straub, and M. Dragaschnig. 2014. “Is OSM Good Enough for Vehicle Routing? A Study Comparing Street Networks in Vienna.” In Progress in Location-based Services. Lecture Notes in Geoinformation and Cartography, edited by G. Gartner and H. Huang, 3–18. Berlin: Springer.
   Google Scholar
• Gschwend, C., and P. Laube. 2012. “Challenges of Context-aware Movement Analysis – Lessons Learned about Crucial Data Requirements and Pre-processing.” Paper presented at the GIS Research UK 20th Annual Conference, Lancaster, April 11−13, 241−246.
   Google Scholar
• Gudmundsson, J., P. Laube, and T. Wolle. 2012. “Computational Movement Analysis.” In Springer Handbook of Geographic Information, edited by W. Kresse and D. Danko, 423–438. Berlin: Springer.
   Google Scholar
• Jarvis, R. A. 1973. “On the Identification of the Convex Hull of a Finite Set of Points in the Plane.” Information Processing Letters 2: 18–21.10.1016/0020-0190(73)90020-3
   Google Scholar
• Ji, Y., J. Luo, and N. Geroliminis. 2014. “Empirical Observations of Congestion Propagation and Dynamic Partitioning with Probe Data for Large-scale Systems.” Transportation Research Record 2422 (2): 1–11.
   Google Scholar
• Keler, A.J. M. Krisp, and L. Ding. 2017. “Detecting Travel Time Variations in Urban Road Networks by Taxi Trajectory Intersections.” Paper presented at GISRUK 2017 − 25th GIS Research UK Conference, Manchester, UK, April 18−21.
   Google Scholar
• Körner, M. 2011. “Nutzungsmöglichkeiten von Floating Car Data zur Verkehrsflussoptimierung.” [Possible Uses of Floating Car Data for Traffic Flow Optimization.] In Angewandte Geoinformatik 2011. Beiträge Zum 23. AGIT-Symposium Salzburg, edited by J. Strobl, T. Blaschke and G. Griesebner, 381–386. Berlin/Offenbach: Wichmann.
   Google Scholar
• Krisp, J. M., and A. Keler. 2015. “Car Navigation – Computing Routes That Avoid Complicated Crossings.” International Journal of Geographical Information Science 29 (11): 1988–2000.10.1080/13658816.2015.1053485
   Web of Science ®Google Scholar
• Krisp, J. M., K. Polous, S. Peters, H. Fan, and L. Meng. 2012. “Getting in and out of a Taxi: Spatio-TEMPORAL Hotspot Analysis for Floating Taxi Data in Shanghai.” Paper presented at the 6th International Symposium “Networks for Mobility”, Okinawa, Japan, September 27−28.
   Google Scholar
• Lan, J., C. Long, R. C.-W. Wong, Y. Chen, Y. Fu, D. Guo, S. Liu, Y. Ge, Y. Zhou, and J. Li. 2014. “A New Framework for Traffic Anomaly Detection.” Paper presented at the 2014 SIAM International Conference on DATA MINING, Pennsylvania, USA, April 24−26, 875−883.
   Google Scholar
• Li, X., M. Li, W. Shu, and M. Wu. 2007. “A Practical Map-matching Algorithm for GPS-based Vehicular Networks in Shanghai Urban Area.” Paper presented at the IET Conference on Wireless, Mobile and Sensor Networks (CCWMSN07), Shanghai, December 12−14, 454−457.
   Google Scholar
• O’Sullivan, D., and D. J. Unwin. 2010. “Geographic Information Analysis and Spatial Data.” In Geographic Information Analysis, 1–32. Hoboken: John Wiley & Sons.
   Google Scholar
• Pan, G., G. Qi, Z. Wu, D. Zhang, and S. Li. 2013. “Land-use Classification Using Taxi GPS Traces.” IEEE Transactions on Intelligent Transportation Systems 14 (1): 113–123.10.1109/TITS.2012.2209201
   Web of Science ®Google Scholar
• Qiu, J., R. Wang, and X. Wang. 2014. “Inferring Road Maps from Sparsely-sampled GPS Traces.” In Advances in Artificial Intelligence−AI 2014. Vol. 8436 Of Lecture Notes in Computer Science, edited by M. Sokolova and P. van Beek, 339–344. Berlin: Springer.
   Google Scholar
• Quddus, M. A., W. Y. Ochieng, and R. B. Noland. 2007. “Current Map-matching Algorithms for Transport Applications: State-of-the Art and Future Research Directions.” Transportation Research Part C: Emerging Technologies 15 (5): 312–328.10.1016/j.trc.2007.05.002
   Web of Science ®Google Scholar
• Ranacher, P., and K. Tzavella. 2014. “How to Compare Movement? A Review of Physical Movement Similarity Measures in Geographic Information Science and beyond.” Cartography and Geographic Information Science 41 (3): 286–307.10.1080/15230406.2014.890071
   PubMed Web of Science ®Google Scholar
• Rinzivillo, S., D. Pedreschi, M. Nanni, F. Giannotti, N. Andrienko, and G. Andrienko. 2008. “Visually Driven Analysis of Movement Data by Progressive Clustering.” Information Visualization 7 (3–4): 225–239.10.1057/PALGRAVE.IVS.9500183
   Web of Science ®Google Scholar
• Stanica, R., M. Fiore, and F. Malandrino. 2013. “Offloading Floating Car Data.” Paper presented at the 2013 IEEE 14th International Symposium and Workshops on a World of Wireless, Mobile and Multimedia Networks (WoWMoM), Madrid, Spain, June 4–7.
   Google Scholar
• Sun, J., H. Wen, Y. Gao, and Z. Hu. 2009. “Metropolitan Congestion Performance Measures Based on Mass Floating Car Data.” Paper presented at the Second International Joint Conference on Computational Sciences and Optimization (CSO 2009), Computational Transportation Science, Sanya, China, April 24−26, 109−113.
   Google Scholar
• Treiber, M., and A. Kesting. 2013. “Trajectory and Floating-car Data.” In Traffic Flow Dynamics. Data, Models and Simulation, 7–12. Berlin: Springer.10.1007/978-3-642-32460-4
   Google Scholar
• Wang, Z., M. Lu, X. Yuan, J. Zhang, and H. Van De Wetering. 2013. “Visual Traffic Jam Analysis Based on Trajectory Data.” IEEE Transactions on Visualization and Computer Graphics 19 (12): 2159–2168.10.1109/TVCG.2013.228
   PubMed Web of Science ®Google Scholar
• Wang, Y., H. Wei, and G. Forman. 2013. “Mining Large-scale GPS Streams for Connectivity Refinement of Road Maps.” Paper presented at the 21st ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems (SIGSPATIAL’13), Orlando, FL, USA, November 5−8. 448−451.
   Google Scholar
• Wang, Z., T. Ye, M. Lu, X. Yuan, H. Qu, J. Yuan, and Q. Wu. 2014. “Visual Exploration of Sparse Traffic Trajectory Data.” IEEE Transactions on Visualization and Computer Graphics 20 (12): 1813–1822.10.1109/TVCG.2014.2346746
   PubMed Web of Science ®Google Scholar
• Wang, J., M. Duckham, and M. Worboys. 2015a. “A Framework for Models of Movement in Geographic Space.” International Journal of Geographical Information Science 30: 970–992. doi:10.1080/13658816.2015.1078466.
   Web of Science ®Google Scholar
• Wang, J., Y. Mao, J. Li, Z. Xiong, and W.-X. Wang. 2015b. “Predictability of Road Traffic and Congestion in Urban Areas.” Plos One 10 (4): e0121825.10.1371/journal.pone.0121825
   PubMed Web of Science ®Google Scholar
• Wang, Y., Y. Zou, K. Henrickson, Y. Wang, J. Tang, and B.-J. Park. 2017. “Google Earth Elevation Data Extraction and Accuracy Assessment for Transportation Applications.” Plos One 12 (4): e0175756.10.1371/journal.pone.0175756
   PubMed Web of Science ®Google Scholar
• Xie, X., K. B.-Y. Wong, H. Aghajan, P. Veelaert, and W. Philips. 2015. “Inferring Directed Road Networks from GPS Traces by Track Alignment.” ISPRS International Journal of Geo-Information 4: 2446–2471.10.3390/ijgi4042446
   Web of Science ®Google Scholar
• Yue, Y., Y. Zhuang, Q. Li, and Q. Mao. 2009. “Mining Time-dependent Attractive Areas and Movement Patterns from Taxi Trajectory Data.” Paper presented at the 17th International Conference on Geoinformatics, Fairfax, Virginia, USA, August 12–14, 1−6.
   Google Scholar
• Zhao, Y., Q. Qin, J. Li, C. Xie, and R. Chen. 2012. “Highway Map Matching Algorithm Based on Float-ing Car Data.” Paper presented at IGARSS 2012 − IEEE International Geoscience and Remote Sensing Symposium, Munich, July 22−27, 5982−5985.
   Google Scholar