Energy consumption and socio-economic characteristics of electric vehicle charging infrastructure.

Published: 4 June 2020| Version 1 | DOI: 10.17632/kdx92hmgkx.1
Contributors:
Milan Straka,
Rui Carvalho,
Gijs van der Poel,
Lubos Buzna

Description

This is the data associated with the publication entitled "Explaining the distribution of energy consumption at slow charging infrastructure for electric vehicles from socio-economic data". The link to the ArXiv pre-print is: https://arxiv.org/abs/2006.01672 The data was compiled from various GIS public data sources, as well as from the EVnetNL dataset (please refer to the Supplementary Information of the publication). Feature matrix, without charging pool features, is in the file "feature_matrix.csv"; matrix containing only charging pool features is in the file "chargin_pool_features.csv". Columns correspond to features. The latitude and longitude are rounded to one decimal place, due to business confidentiality reason. Response vector is in the file "energy_log_response.csv" and the value corresponds to the logarithm of consumed energy at the charging pools transformed using the standardization (mean = 0, standard deviation = 1). The first column in all the files is the charging pool identifier, however, the response vector can be matched with matrices by rows. Brief description of the feature matrix is in the file "predictor_desc_pub.csv". For the full description of features please refer to the Supplementary Information of the publication.

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Institutions

Zilinska univerzita v Ziline

Categories

GIS Database, Energy Consumption, Electric Vehicles

License