Prediction of electric vehicle charging duration time using ensemble machine learning algorithm and Shapley additive explanations

I Ullah, K Liu, T Yamamoto, M Zahid… - International Journal of …, 2022 - Wiley Online Library
… In addition, this study considers both private and commercial vehicles in predicting EV
charging time. To precisely predict EVs charging time, this study employed four EML algorithms, …

A data driven typology of electric vehicle user types and charging sessions

JR Helmus, MH Lees, R van den Hoed - Transportation Research Part C …, 2020 - Elsevier
vehicle at a particular time and place for a specific duration in … a session’s predecessor in
time (time between the current and … : (i) start time of the connection, (ii) connection duration, (iii) …

Probabilistic forecasts of time and energy flexibility in battery electric vehicle charging

J Huber, D Dann, C Weinhardt - Applied energy, 2020 - Elsevier
… First, the parking duration d i determines the time flexibility by giving the time frame that is
available for charging the BEV. The longer the BEV is parking at the charging station, the …

An open tool for creating battery-electric vehicle time series from empirical data, emobpy

C Gaete-Morales, H Kramer, WP Schill, A Zerrahn - Scientific data, 2021 - nature.com
… minutes duration, we cap the maximum distance travelled per trip at 400 km and the trip
duration at … from every possible combination of distance and duration cannot exceed 130 km/h. …

A review of data sources for electric vehicle integration studies

L Calearo, M Marinelli, C Ziras - Renewable and Sustainable Energy …, 2021 - Elsevier
… energy and duration time of the events. The average charging power of all the events can
be calculated by dividing the charged energy with the duration time. Since the vehicles are …

The time-dependent electric vehicle routing problem: Model and solution

J Lu, Y Chen, JK Hao, R He - Expert Systems with Applications, 2020 - Elsevier
We study a new problem named the Time-dependent Electric Vehicle Routing Problem (TDEVRP)
which involves routing a fleet of electric vehicles to serve a set of customers and …

Battery electric vehicle usage pattern analysis driven by massive real-world data

D Cui, Z Wang, P Liu, S Wang, Z Zhang, DG Dorrell… - Energy, 2022 - Elsevier
… same vehicle use, Yuan Zou et al. analyzed 34 electric taxies … on the Beijing Electric
Vehicles Monitoring and Service … time, charging time, single-trip duration, charging duration, …

The electric vehicle routing problem and its variations: A literature review

I Kucukoglu, R Dewil, D Cattrysse - Computers & Industrial Engineering, 2021 - Elsevier
… of battery electric vehicles are reviewed. … time-related restrictions, there exist several
assumptions that can be summarized into two groups: time windows for nodes and duration time

A real-time optimization energy management of range extended electric vehicles for battery lifetime and energy consumption

J Li, X Wu, M Xu, Y Liu - Journal of Power Sources, 2021 - Elsevier
… extended electric vehicles, this paper proposes a real-time … unit fuel cost, minimizing electric
cost, and minimizing battery … the total computation duration of ECMS. The total simulation …

Daily electric vehicle charging load profiles considering demographics of vehicle users

J Zhang, J Yan, Y Liu, H Zhang, G Lv - Applied Energy, 2020 - Elsevier
… In this paper, probability distributions of three temporal variables (starting time of the first
trip in a day, the time duration of the car driving and car parking) are fitted to quantify the …