Bus travel time prediction with real-time traffic information

J Ma, J Chan, G Ristanoski, S Rajasegarar… - … Research Part C …, 2019 - Elsevier
An important aspect of Intelligent Public Transportation Systems (IPTS) is providing accurate
travel time information. Knowing arrival times of public vehicles in advance can reduce …

Intelligent transportation and control systems using data mining and machine learning techniques: A comprehensive study

NO Alsrehin, AF Klaib, A Magableh - IEEE Access, 2019 - ieeexplore.ieee.org
Traffic congestion is becoming the issues of the entire globe. This study aims to explore and
review the data mining and machine learning technologies adopted in research and industry …

Bus arrival time prediction: A spatial Kalman filter approach

A Achar, D Bharathi, BA Kumar… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Public transport buses have uncertainties associated with its arrival/travel times, due to
several factors such as signals, dwell times at bus stops, seasonal variations, fluctuating …

[HTML][HTML] Learning dynamic factors to improve the accuracy of bus arrival time prediction via a recurrent neural network

X Zhou, P Dong, J Xing, P Sun - Future Internet, 2019 - mdpi.com
Accurate prediction of bus arrival times is a challenging problem in the public transportation
field. Previous studies have shown that to improve prediction accuracy, more heterogeneous …

Bus travel speed prediction using attention network of heterogeneous correlation features

Y Sun, G Jiang, SK Lam, S Chen, P He - Proceedings of the 2019 SIAM …, 2019 - SIAM
Accurate bus travel speed prediction can lead to improved urban mobility by enabling
passengers to reliably plan their trips in advance and traffic administrators to manage the …

Evaluating alternative methods to estimate bus running times by archived automatic vehicle location data

F Pili, A Olivo, B Barabino - IET Intelligent Transport Systems, 2019 - Wiley Online Library
Bus running times are a key element of time reliability for bus operators and passengers.
Hence, their evaluation is crucial in order to build reliable schedules for transit operations …

[PDF][PDF] Bus travel time prediction: a log-normal auto-regressive (AR) modeling approach

BDBA Kumar, A Achar, L Vanajakshi - arXiv preprint arXiv …, 2019 - academia.edu
Providing real-time arrival time information of the transit buses has become inevitable in
urban areas to improve the efficiency of the public transportation system. However, accurate …

Dynamic bus arrival time prediction exploiting non-linear correlations

A Achar, R Regikumar, BA Kumar - 2019 International Joint …, 2019 - ieeexplore.ieee.org
Public transport buses exhibit uncertainties in their arrival/travel times, due to several factors
such as signals, dwell times at bus stops, seasonal variations, fluctuating travel demands …

Spatiotemporal bus route profiling using odometer data

X Fei, O Gkountouna, D Pfoser, A Züfle - Proceedings of the 27th ACM …, 2019 - dl.acm.org
Fixed-route bus systems are an important part of the urban transportation mix. A
considerable disadvantage of buses is their slow speed, which is in part due to frequent …

A Seasonal Modelling Approach Capturing Spatio-Temporal Correlations for Dynamic Bus Travel Time Prediction

BA Kumar, A Achar, D Bharathi… - 2019 IEEE Intelligent …, 2019 - ieeexplore.ieee.org
The accuracy of arrival time information provided to passengers plays a vital role in the
success of developing mobility solutions. For better prediction accuracy, the prediction …