The field of energy disaggregation deals with the approximation appliance electric consumption using only aggregate measurement a mains meter. Recent research developments have used deep neural networks and outperformed previous methods based on Hidden Markov Models. On other hand, learning models are computationally heavy require huge amounts data. main objective current paper is to incorporat...