TABLE I.
Model | Input data | Prediction window | Accuracy | Success rate | System elapsed time/one prediction |
---|---|---|---|---|---|
LSTM + FC | Vanilla value | 100 ms | 85% | 88% | 10 ms |
LSTM + FC | Derivative value | 100 ms | 62% | 63% | 10 ms |
LSTM + FC | Absolute derivative value | 100 ms | 70% | 76% | 10 ms |
LSTM + FC | Absolute value | 100 ms | 89% | 90% | 10 ms |
FC RNN + FC | Absolute value | 100 ms | 86% | 89% | 10 ms |
Stacked LSTM + FC | Absolute value | 100 ms | 87% | 89% | 26 ms |
LSTM + FC | Absolute value | 200 ms | 87% | 89% | 10 ms |
LSTM + FC | Absolute value | 300 ms | 82% | 87% | 10 ms |
LSTM + FC | Absolute value | 400 ms | 78% | 82% | 10 ms |