Table 3 The results of comparative experiments.
From: Multi-scale fusion transformer for EV charging station load prediction
Model | \(K=24\) | \(K=48\) | \(K=72\) | \(K=96\) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
MSE | RMSE | MAE | MSE | RMSE | MAE | MSE | RMSE | MAE | MSE | RMSE | MAE | |
GRU | 2.12 | 1.46 | 0.91 | 2.50 | 1.58 | 1.03 | 2.74 | 1.66 | 1.09 | 3.26 | 1.80 | 1.18 |
LSTM | 1.81 | 1.35 | 0.82 | 2.21 | 1.49 | 0.96 | 2.61 | 1.62 | 1.06 | 3.20 | 1.79 | 1.19 |
BiLSTM | 1.76 | 1.33 | 0.79 | 1.83 | 1.35 | 0.82 | 2.01 | 1.42 | 0.91 | 2.96 | 1.60 | 1.10 |
Transformer | 1.67 | 1.29 | 0.82 | 1.75 | 1.32 | 0.86 | 1.92 | 1.38 | 0.92 | 2.51 | 1.58 | 1.08 |
MFT | 1.51 | 1.23 | 0.69 | 1.64 | 1.28 | 0.78 | 1.75 | 1.32 | 0.81 | 1.89 | 1.38 | 0.88 |
