Short-Term Adaptations as a Response to Travel Time Increases: Results of Stated-Adaptation Experiment

2016 ◽  
Vol 2565 (1) ◽  
pp. 48-56
Author(s):  
Ifigenia Psarra ◽  
Theo Arentze ◽  
Harry Timmermans
Keyword(s):  
Travel Time ◽  
Short Term ◽  
Adaptation Experiment

scholarly journals Road Short-Term Travel Time Prediction Method Based on Flow Spatial Distribution and the Relations

2016 ◽  
Vol 2016 ◽  
pp. 1-14 ◽  
Author(s):  
Mingjun Deng ◽  
Shiru Qu
Keyword(s):  
Time Series ◽  
Spatial Distribution ◽  
Travel Time ◽  
Nonparametric Regression ◽  
Nearest Neighbor ◽  
Nearest Neighbor Search ◽  
Short Term ◽  
Combination Model ◽  
The Road ◽  
Neighbor Search

There are many short-term road travel time forecasting studies based on time series, but indeed, road travel time not only relies on the historical travel time series, but also depends on the road and its adjacent sections history flow. However, few studies have considered that. This paper is based on the correlation of flow spatial distribution and the road travel time series, applying nearest neighbor and nonparametric regression method to build a forecasting model. In aspect of spatial nearest neighbor search, three different space distances are defined. In addition, two forecasting functions are introduced: one combines the forecasting value by mean weight and the other uses the reciprocal of nearest neighbors distance as combined weight. Three different distances are applied in nearest neighbor search, which apply to the two forecasting functions. For travel time series, the nearest neighbor and nonparametric regression are applied too. Then minimizing forecast error variance is utilized as an objective to establish the combination model. The empirical results show that the combination model can improve the forecast performance obviously. Besides, the experimental results of the evaluation for the computational complexity show that the proposed method can satisfy the real-time requirement.

Forecasting short-term relative changes in travel time on a freeway

2019 ◽  
Vol 7 (2) ◽  
pp. 205-217
Author(s):  
R.M. Zahid Reza ◽  
Srinivas S. Pulugurtha
Keyword(s):  
Travel Time ◽  
Short Term

Data-driven Models for Short-term Travel Time Predictio

2019 ◽  
Author(s):  
Aakash Kumar Narayanan ◽  
Chaitra Pranesh ◽  
Sarat Chandra Nagavarapu ◽  
B. Anil Kumar ◽  
Justin Dauwels
Keyword(s):  
Travel Time ◽  
Data Driven ◽  
Short Term

A space–time diurnal method for short-term freeway travel time prediction

2014 ◽  
Vol 43 ◽  
pp. 33-49 ◽  
Author(s):  
Yajie Zou ◽  
Xinxin Zhu ◽  
Yunlong Zhang ◽  
Xiaosi Zeng
Keyword(s):  
Travel Time ◽  
Space Time ◽  
Travel Time Prediction ◽  
Short Term ◽  
Time Prediction

Freeway Short-Term Travel Time Prediction Based on Dynamic Tensor Completion

2015 ◽  
Vol 2489 (1) ◽  
pp. 97-104 ◽  
Author(s):  
Huachun Tan ◽  
Qin Li ◽  
Yuankai Wu ◽  
Wuhong Wang ◽  
Bin Ran
Keyword(s):  
Travel Time ◽  
Tensor Completion ◽  
Travel Time Prediction ◽  
Short Term ◽  
Time Prediction

scholarly journals A traffic flow simulator for short-term travel time forecasting

2002 ◽  
Vol 36 (3) ◽  
pp. 265-291 ◽  
Author(s):  
William H. K. Lam ◽  
K. S. Chan ◽  
John W. Z. Shi
Keyword(s):  
Travel Time ◽  
Traffic Flow ◽  
Short Term ◽  
Flow Simulator ◽  
Travel Time Forecasting

Incorporating uncertainty into short-term travel time predictions

2011 ◽  
Vol 19 (6) ◽  
pp. 1006-1018 ◽  
Author(s):  
Ruimin Li ◽  
Geoffrey Rose
Keyword(s):  
Travel Time ◽  
Short Term
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