Table 1 Comparison of representative open datasets associated with electric vehicle charging, where “#” denotes the number of certain headers, “/” denotes that the item is not specified, and EVSE refers to Electric Vehicle Supply Equipment.
From: UrbanEV: An Open Benchmark Dataset for Urban Electric Vehicle Charging Demand Prediction
Dataset | Time Span | Granularity | Scope | #EVSEs | Additional Factors* |
|---|---|---|---|---|---|
High-resolution EV Data33 | Nov. 2014‐Oct. 2015 | 1hour | / | 105 stations | User Habit, Location Type |
Perth and Kinross27 | Sep. 2016‐Aug. 2019 | 1min | County | / | / |
ACN-Data28 | Sep. 2018‐Dec 2019 | 15min | Site | 112 piles | / |
One-Year EV Charging Fleet29 | May 2018‐Jul. 2020 | 10min | Site | 30 piles | / |
Multi-faceted EV Charging30 | Sep. 2021‐Sep. 2022 | 15min | / | 2,119 piles | Location Type |
UrbanEV39 | Sep. 2022‐Feb. 2023 | 5min/1hour | Urban | 17,532 piles | Price, Weather, POI, Geo-Data |
