Table 2 Times in seconds for the fit and predict of each method for all categories
From: Comparison of short-term electrical load forecasting methods for different building types
Residential | School | Supermarket | ||||
|---|---|---|---|---|---|---|
Method | fit | predict | fit | predict | fit | predict |
SVR | 2.97 ±0.91 | 0.02 | 3.21 ±0.73 | 0.03 | 11.83 ±1.97 | 0.04 |
RF | 1.61 ±0.11 | 0.01 | 0.6 ±0.05 | 0.01 | 3.53 ±0.17 | 0.01 |
KNN | 0.25 ±0.04 | 0.12 | 0.14 ±0.04 | 0.01 | 0.22 ±0.05 | 0.09 |
MLP | 35.74 ±11.03 | 0.03 | 157.95 ±43.95 | 0.03 | 32.67 ±25.34 | 0.03 |
LR | 0.12 ±0.01 | 0.01 | 0.09 ±0.01 | 0.01 | 0.1 ±0.01 | 0.01 |
LSTM | 529.47 ±274.19 | 0.13 | 412.38 ±169.39 | 0.1 | 1076.52 ±292.27 | 0.11 |
ARIMA | 656.81 ±230.55 | 0.02 | 1052.88 ±771.1 | 0.03 | 18.84 ±11.13 | 0.01 |