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Table 8 Comparison with some reference algorithms

From: Non-intrusive load monitoring and decomposition method based on decision tree

AlgorithmExtract databaseAccuracy (%)Whether onlineDevice type
BayesThe steady state80–95All canON/OFF, The finite state
HMMThe steady state70–95ONON/OFF, The finite state
NeuralSteady state and transient78–97NOON/OFF, The finite state
NetworksThe steady state70–85All canMulti-state equipment
KNNSteady state and transient70–85All canMulti-state equipment
This paperSteady state and transient85–99All canMulti-state equipment