URBAN FREEWAY TRAFFIC FLOW PREDICTION: APPLICATION OF SEASONAL AUTOREGRESSIVE INTEGRATED MOVING AVERAGE AND EXPONENTIAL SMOOTHING MODELS

作者: Billy M. Williams , Priya K. Durvasula , Donald E. Brown

DOI: 10.3141/1644-14

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摘要: … This study addresses the problem of forecasting single-interval traffic volumes at time t+Dgiven the volumes at time t,where Dis the series interval. We used a value of 15 min for D in …

参考文章(8)
Moshe Levin, Yen-Der Tsao, ON FORECASTING FREEWAY OCCUPANCIES AND VOLUMES (ABRIDGMENT) Transportation Research Record. ,(1980)
Chung Chen, Lon-Mu Liu, Joint Estimation of Model Parameters and Outlier Effects in Time Series Journal of the American Statistical Association. ,vol. 88, pp. 284- 297 ,(1993) , 10.1080/01621459.1993.10594321
Chung Chen, Lon-Mu Liu, Forecasting time series with outliers Journal of Forecasting. ,vol. 12, pp. 13- 35 ,(1993) , 10.1002/FOR.3980120103
G. M. LJUNG, G. E. P. BOX, On a measure of lack of fit in time series models Biometrika. ,vol. 65, pp. 297- 303 ,(1978) , 10.1093/BIOMET/65.2.297
Tamer Basar, A New Approach to Linear Filtering and Prediction Problems Journal of Basic Engineering. ,vol. 82, pp. 35- 45 ,(1960) , 10.1115/1.3662552
Mascha Van Der Voort, Mark Dougherty, Susan Watson, Combining kohonen maps with arima time series models to forecast traffic flow Transportation Research Part C-emerging Technologies. ,vol. 4, pp. 307- 318 ,(1996) , 10.1016/S0968-090X(97)82903-8
Brian Lee Smith, Forecasting freeway traffic flow for intelligent transportation systems application. Transportation Research Part A. ,vol. 1, pp. 61- ,(1995)
Richard A. Davis, Peter J. Brockwell, Introduction to time series and forecasting ,(1996)