Online Travel Time Estimation Without Vehicle Identification

2004 ◽  
Vol 1867 (1) ◽  
pp. 193-201 ◽  
Author(s):  
David E. Lucas ◽  
Pitu B. Mirchandani ◽  
Nitasha Verma
Keyword(s):  
Travel Time ◽  
Time Estimation ◽  
Travel Time Estimation ◽  
Vehicle Identification ◽  
Online Travel

scholarly journals Online Travel Time Estimation in Urban Areas Using the Occupancy of Long Loop Detectors

2009 ◽  
Vol 42 (15) ◽  
pp. 383-390
Author(s):  
W.K. Mak ◽  
F. Viti ◽  
S.P. Hoogendoorn ◽  
A. Hegyi
Keyword(s):  
Travel Time ◽  
Urban Areas ◽  
Time Estimation ◽  
Travel Time Estimation ◽  
Loop Detectors ◽  
Online Travel

scholarly journals Trip Travel Time Forecasting Based on Selective Forgetting Extreme Learning Machine

2014 ◽  
Vol 2014 ◽  
pp. 1-7 ◽  
Author(s):  
Zhiming Gui ◽  
Haipeng Yu
Keyword(s):  
Travel Time ◽  
Extreme Learning Machine ◽  
Road Networks ◽  
Time Estimation ◽  
Learning Ability ◽  
Prediction Algorithm ◽  
Travel Time Estimation ◽  
Trace Data ◽  
Learning Machine ◽  
Travel Time Forecasting

Travel time estimation on road networks is a valuable traffic metric. In this paper, we propose a machine learning based method for trip travel time estimation in road networks. The method uses the historical trip information extracted from taxis trace data as the training data. An optimized online sequential extreme machine, selective forgetting extreme learning machine, is adopted to make the prediction. Its selective forgetting learning ability enables the prediction algorithm to adapt to trip conditions changes well. Experimental results using real-life taxis trace data show that the forecasting model provides an effective and practical way for the travel time forecasting.

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