Hidden semi-Markov models for electricity load disaggregation
ACM SIGMETRICS Performance Evaluation Review(2018)
摘要
This paper assesses the performance of a technique for estimating the power consumption of individual devices based on aggregate consumption. The new semi-Markov technique, outperforms pure hidden Markov models on the REDD dataset.
The technique also exploits information from transients to eliminate a substantial fraction of the observed errors.
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