Data compression techniques for urban traffic data

Proceedings of the 2013 IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems, CIVTS 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013

Volumn , Issue , 2013, Pages 44-49

  Asif, Muhammad Tayyab ^a   Kannan, Srinivasan ^a   Dauwels, Justin ^a   Jaillet, Patrick ^b,c  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

^b MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

^c SINGAPORE MIT ALLIANCE FOR RESEARCH AND TECHNOLOGY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

DATA COMPRESSION TECHNIQUES; DISCRETE COSINE TRANSFORM(DCT); INTELLIGENT TRANSPORT SYSTEMS; LOW-DIMENSIONAL REPRESENTATION; LOW-DIMENSIONAL STRUCTURES; NETWORK REPRESENTATION; SPATIAL AND TEMPORAL RESOLUTIONS; TEMPORAL RELATIONSHIPS;

ADVANCED TRAFFIC MANAGEMENT SYSTEMS; ARTIFICIAL INTELLIGENCE; DISCRETE COSINE TRANSFORMS; PRINCIPAL COMPONENT ANALYSIS; TRAFFIC CONTROL; TRAFFIC SURVEYS;

DATA COMPRESSION;

EID: 84886030076     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIVTS.2013.6612288     Document Type: Conference Paper

References (29)

1. J. Zhang, F. Wang, K. Wang, W. Lin, X. Xu, and C. Chen, "Data-driven intelligent transportation systems: A survey," Intelligent Transportation Systems, IEEE Transactions on, vol. 12, no. 4, pp. 1624-1639, 2011.
2. C. Goh, J. Dauwels, N. Mitrovic, M. Asif, A. Oran, and P. Jaillet, "Online map-matching based on hidden markov model for real-time traffic sensing applications," in Intelligent Transportation Systems (ITSC), 2012 15th International IEEE Conference on, sept. 2012, pp. 776-781.
3. D. Work, S. Blandin, O. Tossavainen, B. Piccoli, and A. Bayen, "A traffic model for velocity data assimilation," Applied Mathematics Research eXpress, vol. 2010, no. 1, pp. 1-35, 2010.
4. Z. Li, Y. Zhu, H. Zhu, and M. Li, "Compressive sensing approach to urban traffic sensing," in Distributed Computing Systems (ICDCS), 2011 31st International Conference on. IEEE, 2011, pp. 889-898.
5. W. Min and L. Wynter, "Real-time road traffic prediction with spatio-temporal correlations," Transportation Research Part C: Emerging Technologies, vol. 19, no. 4, pp. 606-616, 2011.
6. E. Schmitt and H. Jula, "Vehicle route guidance systems: Classification and comparison," in Intelligent Transportation Systems Conference, 2006. ITSC'06. IEEE. IEEE, 2006, pp. 242-247.
7. S. Lim, H. Balakrishnan, D. Gifford, S. Madden, and D. Rus, "Stochastic motion planning and applications to traffic," The International Journal of Robotics Research, vol. 30, no. 6, pp. 699-712, 2011.
8. M. T. Asif, J. Dauwels, C. Y. Goh, A. Oran, E. Fathi, M. Xu, M. M. Dhanya, N. Mitrovic, and P. Jaillet, "Unsupervised learning based performance analysis of n-support vector regression for speed prediction of a large road network," in Intelligent Transportation Systems (ITSC), 2012 15th International IEEE Conference on, sept. 2012, pp. 983-988.
9. Q. Li, H. Jianming, and Z. Yi, "A flow volumes data compression approach for traffic network based on principal component analysis," in Intelligent Transportation Systems Conference, 2007. ITSC 2007. IEEE. IEEE, 2007, pp. 125-130.
10. M. Castro-Neto, Y. Jeong, M. Jeong, and L. Han, "Online-svr for short-term traffic flow prediction under typical and atypical traffic conditions," Expert systems with applications, vol. 36, no. 3, pp. 6164-6173, 2009.
11. X. Jin, Y. Zhang, and D. Yao, "Simultaneously prediction of network traffic flow based on pca-svr," Advances in Neural Networks-ISNN 2007, pp. 1022-1031, 2007.
12. W. Dong, M. Li, Q. B. Vo, and H. Vu, "Reliability in stochastic time-dependent traffic networks with correlated link travel times," in Intelligent Transportation Systems (ITSC), 2012 15th International IEEE Conference on, sept. 2012, pp. 1626-1631.
13. T. Djukic, J. van Lint, and S. Hoogendoorn, "Exploring application perspectives of principal component analysis in predicting dynamic origin-destination matrices," in Transportation Research Board 91st Annual Meeting, no. 12-2702, 2012.
14. L. Qu, J. Hu, L. Li, and Y. Zhang, "Ppca-based missing data imputation for traffic flow volume: a systematical approach," Intelligent Transportation Systems, IEEE Transactions on, vol. 10, no. 3, pp. 512-522, 2009.
15. Y. Xiao, Y. Xie, L. Lu, and S. Gao, "The traffic data compression and decompression for intelligent traffic systems based on two-dimensional wavelet transformation," in Signal Processing, 2004. Proceedings. ICSP'04. 2004 7th International Conference on, vol. 3. IEEE, 2004, pp. 2560-2563.
16. Y. Fisher, B. Bielefeld, A. Lawrence, and D. Greenwood, "Fractal image compression. " DTIC Document, Tech. Rep., 1991.
17. G. Strang, "The discrete cosine transform," SIAM review, vol. 41, no. 1, pp. 135-147, 1999.
18. I. Jolliffe, Principal component analysis. Wiley Online Library, 2005.
19. G. Strang, Introduction to linear algebra. Wellesley Cambridge Pr, 2003.
20. T. Kolda and B. Bader, "Tensor decompositions and applications," SIAM review, vol. 51, no. 3, pp. 455-500, 2009.
21. N. Sidiropoulos, G. Giannakis, and R. Bro, "Blind parafac receivers for ds-cdma systems," Signal Processing, IEEE Transactions on, vol. 48, no. 3, pp. 810-823, 2000.
22. E. Acar, C. Aykut-Bingol, H. Bingol, R. Bro, and B. Yener, "Multiway analysis of epilepsy tensors," Bioinformatics, vol. 23, no. 13, pp. i10-i18, 2007.
23. J. Dauwels, S. Kannan, R. Ramasubba, and A. Cichocki, "Near-lossless multi-channel eeg compression based on matrix and tensor decompositions," Biomedical and Health Informatics, IEEE Journal of, vol. PP, no. 99, p. 1, 2012.
24. L. De Lathauwer, B. De Moor, and J. Vandewalle, "A multilinear singular value decomposition," SIAM Journal on Matrix Analysis and Applications, vol. 21, no. 4, pp. 1253-1278, 2000.
25. L. De Lathauwer and J. Vandewalle, "Dimensionality reduction in higher-order signal processing and rank-(r1,r2,...,rN) reduction in multilinear algebra," Linear Algebra and its Applications, vol. 391, pp. 31-55, 2004.
26. L. De Lathauwer, B. De Moor, and J. Vandewalle, "On the best rank-1 and rank-(r 1, r 2,..., rn) approximation of higher-order tensors," SIAM Journal on Matrix Analysis and Applications, vol. 21, no. 4, pp. 1324-1342, 2000.
27. Y. Zigel, A. Cohen, and A. Katz, "The weighted diagnostic distortion (wdd) measure for ecg signal compression," Biomedical Engineering, IEEE Transactions on, vol. 47, no. 11, pp. 1422-1430, 2000.
28. E. Acar, D. M. Dunlavy, T. G. Kolda, and M. Morup, "Scalable tensor factorizations for incomplete data," Chemometrics and Intelligent Laboratory Systems, vol. 106, no. 1, pp. 41-56, March 2011.
29. S. Ma, D. Goldfarb, and L. Chen, "Fixed point and bregman iterative methods for matrix rank minimization," Mathematical Programming, vol. 128, no. 1, pp. 321-353, 2011.