Travel Time Forecasting with Combination of Spatial-Temporal and Time Shifting Correlation in CNN-LSTM Neural Network

2018 ◽  
pp. 297-311
Author(s):  
Wenjing Wei ◽  
Xiaoyi Jia ◽  
Yang Liu ◽  
Xiaohui Yu
Keyword(s):  
Neural Network ◽  
Travel Time ◽  
Travel Time Forecasting

Weather-dependent road travel time forecasting using a neural network

2008 ◽  
Author(s):  
G. Ghiani ◽  
D. Gullì ◽  
F. Mari ◽  
R. Simino ◽  
R. Trunfio
Keyword(s):  
Neural Network ◽  
Travel Time ◽  
Travel Time Forecasting

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.

scholarly journals A Kind of Urban Road Travel Time Forecasting Model with Loop Detectors

2016 ◽  
Vol 12 (2) ◽  
pp. 9043835 ◽  
Author(s):  
Guangyu Zhu ◽  
Li Wang ◽  
Peng Zhang ◽  
Kang Song
Keyword(s):  
Travel Time ◽  
Forecasting Model ◽  
Urban Road ◽  
Loop Detectors ◽  
Travel Time Forecasting

scholarly journals Multi-output bus travel time prediction with convolutional LSTM neural network

2019 ◽  
Vol 120 ◽  
pp. 426-435 ◽  
Author(s):  
Niklas Christoffer Petersen ◽  
Filipe Rodrigues ◽  
Francisco Camara Pereira
Keyword(s):  
Neural Network ◽  
Travel Time ◽  
Travel Time Prediction ◽  
Time Prediction ◽  
Bus Travel Time ◽  
Convolutional Lstm

scholarly journals Travel time prediction of urban road based on BP neural network

2020 ◽  
Vol 1651 ◽  
pp. 012190
Author(s):  
Fangyi Deng ◽  
Pei Su ◽  
Bingxue Luo ◽  
Peng Wu ◽  
Yan Guo
Keyword(s):  
Neural Network ◽  
Travel Time ◽  
Bp Neural Network ◽  
Travel Time Prediction ◽  
Urban Road ◽  
Time Prediction

A Study on the Construction of Past Travel Time Pattern for Freeway Travel Time Forecasting—Focused on Loop Detectors -

2007 ◽  
Vol 11 (1) ◽  
pp. 14-29 ◽  
Author(s):  
Dong-ho Kim ◽  
Dongjoo Park ◽  
Jeong-hyun Rho ◽  
Seungkirl Baek ◽  
Seong Namkoong
Keyword(s):  
Travel Time ◽  
Time Pattern ◽  
Loop Detectors ◽  
Travel Time Forecasting
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