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Graph-based two-level clustering for electric vehicle usage patterns

delete2025-06-28
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OA
AI
D
Dhanashree Balaram
B
Brett Dufford
S
Sonia Martin
G
Gianina Alina Negoita
M
Matthew Yen
W
William A. Paxton *
DOI:10.1016/j.egyai.2025.100539delete
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Abstract

Abstract

En 中文
• A two level clustering framework for electric vehicle driving and charging patterns. • Application of the clustering framework on real data with 3,100 electric vehicles. • Analysis of charging and battery patterns for each group of vehicles. • Identification of clusters with distinct battery usage characteristics.
Keywords:
Electric vehicles
Time-series clustering
Two-level clustering
Graph-based clustering
Multivariate time-series
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Journal

Energy and AI cover
Energy and AI
IF:
9.6
Papers:
852
Citations:
3.1K

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