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 |