Open Access
Table 5
Predictive performance of proposed PSO-LSTM prediction model for individual home appliances.
| Home appliance dataset | LSTM |
PSO-LSTM |
||||
|---|---|---|---|---|---|---|
| MAE | MSE | RMSE | MAE | MSE | RMSE | |
| FRE | 0.165 | 0.675 | 0.821 | 0.143 | 0.511 | 0.714 |
| HTE | 0.183 | 0.643 | 0.955 | 0.152 | 0.532 | 0.914 |
| FGE | 0.132 | 0.981 | 0.997 | 0.105 | 0.885 | 0.948 |
| HPE | 0.172 | 1.921 | 1.389 | 0.141 | 1.721 | 1.304 |
| CDE | 0.125 | 1.313 | 1.145 | 0.113 | 1.052 | 1.024 |
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