[HTML][HTML] Artificial intelligence for improving public transport: a mapping study

Å Jevinger, C Zhao, JA Persson, P Davidsson - Public Transport, 2024 - Springer
The objective of this study is to provide a better understanding of the potential of using
Artificial Intelligence (AI) to improve Public Transport (PT), by reviewing research literature …

Research on travel time prediction model of freeway based on gradient boosting decision tree

J Cheng, G Li, X Chen - IEEE access, 2018 - ieeexplore.ieee.org
To improve the prediction accuracy of traffic flow, a travel time prediction model based on
gradient boosting decision tree (GBDT) is proposed. In order to test the applicability of …

Bus travel time prediction using a time-space discretization approach

BA Kumar, L Vanajakshi, SC Subramanian - Transportation Research Part …, 2017 - Elsevier
The accuracy of travel time information given to passengers plays a key role in the success
of any Advanced Public Transportation Systems (APTS) application. In order to improve the …

Machine Learning Applied to Public Transportation by Bus: A Systematic Literature Review

T Alexandre, F Bernardini, J Viterbo… - Transportation …, 2023 - journals.sagepub.com
Machine learning (ML) solutions have been proposed to make public transportation more
attractive. Works that employ ML in bus transportation focus on various problems, such as …

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] Construction of Personalized Bus Travel Time Prediction Intervals Based on Hierarchical Clustering and the Bootstrap Method

Z Yin, B Zhang - Electronics, 2023 - mdpi.com
Providing accurate bus travel time information is very important to help passengers plan
their trips and reduce waiting times. Due to the uncertainty of the bus travel time, the …

Bus travel time prediction based on deep belief network with back-propagation

C Chen, H Wang, F Yuan, H Jia, B Yao - Neural Computing and …, 2020 - Springer
In an intelligent transportation system, accurate bus information is vital for passengers to
schedule their departure time and make reasonable route choice. In this paper, an improved …

Predicting public transit arrival: A nonlinear approach

A Achar, A Natarajan, R Regikumar… - … Research Part C …, 2022 - Elsevier
Arrival/Travel times for public transit exhibit variability on account of factors like seasonality,
dwell times at bus stops, traffic signals, travel demand fluctuation etc. The developing world …

Developing a travel time estimation method of freeway based on floating car using random forests

J Cheng, G Li, X Chen - Journal of advanced transportation, 2019 - Wiley Online Library
Travel time of traffic flow is the basis of traffic guidance. To improve the estimation accuracy,
a travel time estimation model based on Random Forests is proposed. 7 influence variables …

Urban arterial travel time prediction using support vector regression

AM Philip, G Ramadurai, L Vanajakshi - Transportation in Developing …, 2018 - Springer
Travel time is one of the most appropriate traffic measures that can be provided to road
users for easy understanding and decision making. This paper presents a simple method to …