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Title Statistical Modeling of Travel Time on the Motorway
Author Zhang, Zhiwei
Supervisor Andersen, Klaus Kaae (Department of Informatics and Mathematical Modeling, Technical University of Denmark, DTU, DK-2800 Kgs. Lyngby, Denmark)
Institution Technical University of Denmark, DTU, DK-2800 Kgs. Lyngby, Denmark
Thesis level Master's thesis
Year 2006
Abstract Effective prediction of highway travel time is essential to many advanced traveler information and transportation management system. This thesis proposes 3 different prediction schemes to predict highway travel time in certain stretch of Denmark, using a linear model where the coefficients vary as smooth functions of the departure time, also the principle components and partial least squares regression. The methods are straightforward to implement and applicable to different circumstances.
Imprint Department of Informatics and Mathematical Modeling, Technical University of Denmark, DTU : DK-2800 Kgs. Lyngby, Denmark
Pages 75
Keywords Travel Time Prediction; Linear Regression; Time-Varying Coefficients; Time Series Analysis; Principle Components; Partial Least Squares.
Fulltext
Original PDF imm4732.pdf (1.80 MB)
Admin Creation date: 2006-10-06    Update date: 2012-12-18    Source: dtu    ID: 191678    Original MXD