A smooth transition periodic autoregressive (STPAR) model for short-term load forecasting
This paper compares the short-term load performance of several forecasting models, including a new class of nonlinear models known as smooth transition periodic autoregressive (STPAR) models. A model building procedure is developed for the STPAR model, along with a linearity test against smooth transition periodic autoregressive behaviour. The predictive ability of the STPAR model is evaluated against alternative load forecasting models using load data from the Australian electricity market.
Year of publication: |
2008
|
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Authors: | Amaral, Luiz Felipe ; Souza, Reinaldo Castro ; Stevenson, Maxwell |
Published in: |
International Journal of Forecasting. - Elsevier, ISSN 0169-2070. - Vol. 24.2008, 4, p. 603-615
|
Publisher: |
Elsevier |
Keywords: | Time series Periodic and autoregressive models STAR model Load forecast |
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