A systematic literature review on machine learning in shared mobility

J Teusch, JN Gremmel, C Koetsier… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
Shared mobility has emerged as a sustainable alternative to both private transportation and
traditional public transport, promising to reduce the number of private vehicles on roads …

Recent trends of machine learning predictions using open data: a systematic review

N Ismail, UK Yusof - Journal of Information and …, 2022 - e-journal.uum.edu.my
Machine learning (ML) prediction determinants based on open data (OD) are investigated in
this work, which is accomplished by examining current research trends over ten years …

Revealing influences on carsharing users' trip distance in small urban areas

F Baumgarte, R Keller, F Röhrich, L Valett… - … Research Part D …, 2022 - Elsevier
Carsharing is an essential part of the transformation towards sustainable mobility in smaller
urban areas. To expand their services and the positive social and environmental benefits …

E-scooter sharing: Leveraging open data for system design

A Ciociola, M Cocca, D Giordano… - 2020 IEEE/ACM 24th …, 2020 - ieeexplore.ieee.org
With the shift toward a Mobility-as-a-Service paradigm, electric scooter sharing systems are
becoming a popular transportation mean in cities. Given their novelty, we lack of …

Carsharing station location and demand: Identification of associated factors through Heckman selection models

S Abbasi, J Ko, J Kim - Journal of Cleaner Production, 2021 - Elsevier
Carsharing services have been introduced as new mobility options in metropolitan areas
worldwide. In order for the new mobility option to operate successfully and attract sufficient …

[HTML][HTML] Vehicle-to-grid for car sharing-A simulation study for 2030

N Wiedemann, Y **n, V Medici, L Nespoli, E Suel… - Applied Energy, 2024 - Elsevier
The proliferation of car sharing services in recent years presents a promising avenue for
advancing sustainable transportation. Beyond merely reducing car ownership rates, these …

Shared travel demand forecasting and multi-phase vehicle relocation optimization for electric carsharing systems

N Wang, H Tian, G Wu, J Tang, Y Li - Transportation Letters, 2024 - Taylor & Francis
Electric shared mobility is flourishing in urban transportation. However, the problem of
uneven vehicle distribution and untimely vehicle charging hampers user trip experience and …

Flow-based unit is better: exploring factors affecting mid-term OD demand of station-based one-way electric carsharing

J Cheng, X Chen, J Ye, X Shan - Transportation Research Part D: Transport …, 2021 - Elsevier
Station-based one-way carsharing (OWC) serves as a flexible method to enjoy the benefits
of car travel, while also demonstrating the potential to mitigate environmental challenges …

Analysis and prediction of carsharing demand based on data mining methods

C Wang, J Bi, Q Sai, Z Yuan - Algorithms, 2021 - mdpi.com
With the development of the sharing economy, carsharing is a major achievement in the
current mode of transportation in sharing economies. Carsharing can effectively alleviate …

Forecasting the carsharing service demand using uni and multivariable models

VA Alencar, LR Pessamilio, F Rooke… - Journal of Internet …, 2021 - Springer
Carsharing is ana lternative to urban mobility that has been widely adopted recently. This
service presents three main business models: two of these models base their services on …