Search Results for author: Richard Jones

Found 2 papers, 0 papers with code

Exploring Bayesian Surprise to Prevent Overfitting and to Predict Model Performance in Non-Intrusive Load Monitoring

no code implementations16 Sep 2020 Richard Jones, Christoph Klemenjak, Stephen Makonin, Ivan V. Bajic

We compare the performance of several benchmark NILM algorithms supported by NILMTK, in order to establish a useful threshold on the two combined measures of surprise.

Non-Intrusive Load Monitoring

PowerGAN: Synthesizing Appliance Power Signatures Using Generative Adversarial Networks

no code implementations20 Jul 2020 Alon Harell, Richard Jones, Stephen Makonin, Ivan V. Bajic

Non-intrusive load monitoring (NILM) allows users and energy providers to gain insight into home appliance electricity consumption using only the building's smart meter.

Generative Adversarial Network Non-Intrusive Load Monitoring

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