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Modelling The Load Curve Of Aggregate Electricity Consumption Using Principal Components, Matteo Manera, Angelo Marzullo
Modelling The Load Curve Of Aggregate Electricity Consumption Using Principal Components, Matteo Manera, Angelo Marzullo
Matteo Manera
Since oil is a non-renewable resource with a high environmental impact, and its most common use is to produce combustibles for electricity, reliable methods for modelling electricity consumption can contribute to a more rational employment of this hydrocarbon fuel. In this paper we apply the Principal Components (PC) method to modelling the load curves of Italy, France and Greece on hourly data of aggregate electricity consumption. The empirical results obtained with the PC approach are compared with those produced by the Fourier and constrained smoothing spline estimators. The PC method represents a much simpler and attractive alternative to modelling electricity …