Table 8 Comparison with some reference algorithms
From: Non-intrusive load monitoring and decomposition method based on decision tree
Algorithm | Extract database | Accuracy (%) | Whether online | Device type |
|---|---|---|---|---|
Bayes | The steady state | 80–95 | All can | ON/OFF, The finite state |
HMM | The steady state | 70–95 | ON | ON/OFF, The finite state |
Neural | Steady state and transient | 78–97 | NO | ON/OFF, The finite state |
Networks | The steady state | 70–85 | All can | Multi-state equipment |
KNN | Steady state and transient | 70–85 | All can | Multi-state equipment |
This paper | Steady state and transient | 85–99 | All can | Multi-state equipment |