Page 102 - 《软件学报》2020年第12期
P. 102
3768 Journal of Software 软件学报 Vol.31, No.12, December 2020
[20] Hinsbergen CPI, Lint JWCV, Sanders FM. Short term traffic prediction models. In: Proc. of the 14th World Congress on Intelligent
Transport Systems. 2007. 7.
[21] Yu J, Chang GL, Ho HW, Liu Y. Variation based online travel time prediction using clustered neural networks. In: Proc. of the
IEEE Int’l Conf. on Intelligent Transportation Systems. 2008. 85−90.
[22] Fei X, Lu CC, Liu K. A Bayesian dynamic linear model approach for real-time short-term freeway travel time prediction.
Transportation Research Part C, 2011,19(6):1306−1318.
[23] Oh S, Byon YJ, Jang K, Yeo H. Short-Term travel-time prediction on highway: A review of the data-driven approach. Transport
Reviews, 2015,35(1):4−32.
[24] J Kwon J, Coifman B, Bickel P. Day-to-Day traveltime trends and travel-time prediction from LoopDetector data. Transportation
Research Record: Journal of the Transportation Research Board, 2000,1717:120−129. [doi: 10.3141/1717-15]
[25] Box GEP, Jenkins GM. Time series analysis, forecasting and control. Journal of the American Statistical Association, 1971,134(3):
343−344.
[26] Okutani I, Stephanedes YJ. Dynamic prediction of traffic volume through Kalman filtering theory. Transportation Research Part B:
Methodological, 1984,18(1):1−11.
[27] Rumelhart DE, Hinton GE, Williams RJ. Learning representations by back-propagating errors. Nature, 1986,323(6088):399−421.
[28] Yandell, Brian S. Spline smoothing and nonparametric regression. Technometrics, 1989,31(3):379−380.
[29] Bai MT, Lin YX, Ma M, Wang P. Travel-Time prediction methods: A review. In: Proc. of the 3rd Int’l Conf. on SmartCom 2018.
2018. 67−77. [doi: 10.1007/978-3-030-05755-8_7]
[30] Hopfield JJ. Neural networks and physical systems with emergent collective computational abilities. Proc. of the National Academy
of Sciences of the United States of America, 1982,79(8):2554−2558.
[31] Hochreiter S, Schmidhuber J. LSTM can solve hard long term lag problems. In: Proc. of the Neural Information Processing
Systems Nips. 1997. 9.
[32] Van Lint J, Hoogendoorn S, Van Zuylen H. Freeway travel time prediction with state-space neural networks: Modeling state-space
dynamics with recurrent neural networks. Transportation Research Record Journal of the Transportation Research Board,
2002,1811:30−39.
[33] Thissen U, Brakel RV, Weijer APD, Melssen WJ, Buydens LMC. Using support vector machines for time series prediction.
Chemometrics and Intelligent Laboratory Systems, 2003,69(1-2):35−49.
[34] Müller KR, Smola AJ, Rätsch G, Schölkopf B, Kohlmorgen J, Vapnik V. Predicting time series with support vector machines.
LNCS, 1997,20(2):999−1004.
[35] Kachroo P, Ozbay K, Hobeika AG. Real-Time travel time estimation using macroscopic traffic flow models. In: Proc. of the IEEE
Intelligent Transportation Systems. 2001. 132−137.
[36] Xu T, Hao Y, Sun L. Travel time prediction of urban expressway in unstable traffic flow. In: Proc. of the Int’l Conf. on
Transportation Engineering. 2007. 2205−2210.
[37] Skabardonis A, Geroliminis N. Real-Time estimation of travel times along signalized arterials. In: Proc. of the Transportation and
Traffic Theory. 2005. [doi: 10.1016/b978-008044680-6/50022-2]
[38] Ben-Akiva M, Bierlaire M, Burton D, Koutsopoulos HN, Mishalani R. Network state estimation and prediction for real-time traffic
management. Networks and Spatial Economics, 2001,1(3-4):293−318.
[39] Daganzo CF. The cell transmission model: A dynamic representation of highway traffic consistent with the hydrodynamic theory.
Transportation Research, Part B (Methodological), 1994,28(4):269−287.
[40] Daganzo CF. A continuum theory of traffic dynamics for freeways with special lanes. Transportation Research Part B
(Methodological), 1997,31(2):83−102.
[41] Daganzo CF. An Enhanced Cell-Transmission Rule for Traffic Simulation. 1997.
[42] Tampere CMJ, Immers B. Traffic State Estimation and Prediction Using the Cell Transmission Model with Implicit Mode
Switching and Dynamic Parameters. 2007.
[43] Juri NR, Unnikrishnan A, Waller ST. Integrated traffic simulation-statistical analysis framework for online prediction of freeway
travel time. Transportation Research Record Journal of the Transportation Research Board, 2007,2039:24−31.