Freeway Travel Time Estimation and Prediction Using Dynamic ...

Dynamic Location Models of Mobile Sensors for Travel Time ...

Because of various uncertain factors, travel time on a freeway is stochastic. To obtain travel time estimates for a freeway accurately, this paper proposes two ...

Short-term Travel-time Prediction on Highway

As an OD estimation and prediction tool, a dynamic OD-matrix characterizes static matrices with the times of the day by using the factor vectors. By determining ...

Dynamic Travel Time Estimation Using Regression Trees

The results show that not only do the regression tree models have accurate prediction ability of vehicle speed and promising ability to estimate travel time, ...

Vehicle Travel Time Estimation Using Sequence Prediction | Promet

This paper proposes a region-based travel time and traffic speed prediction method using sequence prediction. Floating Car Data collected from ...

Optimal Sensor Placement for Freeway Travel Time Estimation

sensor placement problem using dynamic programming. 3.2 Dynamic Programming Model. Denote i. Eˆ and c. Eˆ the objective functions for instantaneous and Coifman ...

Real Time Prediction of Traffic Speed and Travel Time ... - UWSpace

However, real-time traffic responsive management strategies require that estimates of travel time also be available in real-time. As a result, ...

Machine Learning Based Short-Term Travel Time Prediction - MDPI

Then, the travel times were predicted for short horizons (ranging from 15 to 60 min) on the selected freeway corridors by applying four different machine ...

Improve Travel-Time Prediction Accuracy By Building Models Driven ...

The proposed dynamic approach was tested and evaluated using "experienced travel times" on 10 highway segments in the Northeast Illinois highway network (i.e., ...

Network Scale Travel Time Prediction using Deep Learning

One major advantage of using deep learning for travel time prediction is that it can make accurate predictions for all the segments in the ...

Reliable Real-Time Framework for Short-Term Freeway Travel Time ...

Chien, S. I. J., and Kuchipudi, C. M. (2003). “Dynamic travel time prediction with real-time and historic data.” J. Transp. Eng., 129(6), 608–616.

TRAVEL TIME FORECASTING AND DYNAMIC OD ESTIMATION IN ...

A vehicle equipped with a Bluetooth device traveling along the freeway is logged and time stamped at time t1 by the sensor at location 1. After traveling a ...

Short-Term Prediction of Travel Time using Neural Networks on an ...

The section was equipped with an automatic travel time monitoring and information system. The prediction models were made as feedforward multilayer perceptron ...

dynamic location models of mobile sensors for travel time ... - Sciendo

travel time estimation in a freeway corridor. The experimental results show that the performance of sensor location is significantly ...

Configuration for Predicting Travel-Time Using Wavelet Packets and ...

A model for the travel-time prediction on freeways based on wavelet packet decomposition and support vector regression (WDSVR) is proposed, which used the multi ...

Traffic prediction using real-world transportation data - Google Patents

Shen 2008 Freeway travel time estimation and prediction using dynamic neural networks. Peng et al. 2020 Evaluation of roadway spatial-temporal travel speed ...

Experienced travel time prediction for congested freeways

To produce an improved estimate of velocity field, speed measurements from. GPS or loop detectors are combined using a mathematical traffic model equivalent to ...

A review of travel and arrival-time prediction methods on road ...

Dynamic bus travel time prediction using an ANN-based model. In ... Travel time estimation on a freeway using discrete time Markov chains.

Predicting Freeway Travel Time Using Multiple - MDPI

Many prediction results used in research were obtained using a single data source. In 1997, Gipps [1] used occupancy and arrival time to predict ...

Traffic congestion and travel time prediction based on historical ...

Coifman, Estimating travel times and vehicle trajectories on freeways using dual loop detectors, Transport. · Kwak, Travel time prediction for congested freeways ...

Integrated Dynamic Travel Time Prediction and Accident Detection ...

In this thesis, a hybrid dynamic approach is proposed to predict travel time of highway corridors under two traffic conditions: regular traffic condition and ...