Deep adaptive ensemble filter for non-intrusive residential load monitoring

HIGHLIGHTS

SUMMARY

    Even though ILM is a precise method and the signatures of individual appliances can be obtained using direct measurements, there are drawbacks to this method, because a sensor needs to be installed for each appliance to acquire the power consumption data of that specific device. In simple terms, the process of extracting the load signature of individual appliances from the total power using computational methods is NILM or load disaggregation. A stand-alone LSTM model, a DTR model, and an LR model were used to disaggregate the power consumption of the appliances from the . . .

     

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