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. 2024 Mar 1;11:262. doi: 10.1038/s41597-024-02942-9

Table 2.

Summary of synthetic data generation methods for EV data.

Approach Type of data
Generative adversarial network(GAN)27 EV arrivals, Departure time
Markov chain model28 EV arrivals
Beta mixture model29 EV arrivals, Departure time
Gaussian mixture models(GMMs)30 EV arrivals
Uni/multi-modal data distributions31 Departure time
Conditional probability distribution32,33 Departure time
K-nearest neighbor algorithm34 Charging demand
Auto-regressive algorithm35 Charging demand