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A Two-Stage Framework for Spatio-Temporal Clustering and Forecasting of Electric Vehicle Charging

The increasing adoption of electric vehicles (EVs) presents both challenges and opportunities for power systems, particularly in understanding and forecasting charging behavior. This paper presents a two-stage framework to segment and forecast electric-vehicle (EV) charging behavior using spatio-tem...

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Principais autores: Saman Shahrokhi, Zhanle Wang, Raman Paranjape, Darcy Kozoriz, James Fick, Shea Pederson
Format: Artigo
Sprog:Inglês
Udgivet: IEEE 2025-01-01
Serier:IEEE Access
Fag:
Electric vehicles (EV)
charging behavior
clustering
fuzzy C-means (FCM)
hierarchical clustering
Gaussian mixture model (GMM)
Online adgang:https://ieeexplore.ieee.org/document/11208601/
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