A Probabilistic Model for Residential Consumer Loads

By S. Heunis, R. Herman. IEEE Power Engineering Review, 2002

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Statistical Representation of Distribution System Loads Using Gaussian Mixture Model (2010, methodology): “An improved model with beta distribution was also presented in [7].”
Monte Carlo simulation of residential electricity demand for forecasting maximum demand on distribution networks (2004, methodology): “In the past, the use of Monte Carlo simulations in load modeling has been restricted to validation of analytical probabilistic methods, e.g., [ 5 ], [8].”
A clustering approach to domestic electricity load profile characterisation using smart metering data (2015, methodology): “122 Other statistical techniques consist of using descriptive statistics 123 and probability [10–16] as well as regression [17–22] to describe 124 electricity use within the home.”