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Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach

Modeling and Forecasting Electricity Loads and Prices: A Statistical Approach

Hardcover

Series: Wiley Finance, Book 396

Investing & FinanceGeneral Science

ISBN10: 047005753X
ISBN13: 9780470057537
Publisher: Wiley
Published: Jan 1 2007
Pages: 192
Weight: 1.13
Height: 0.78 Width: 6.86 Depth: 9.92
Language: English
This book offers an in-depth and up-to-date review of different statistical tools that can be used to analyze and forecast the dynamics of two crucial for every energy company processes--electricity prices and loads. It provides coverage of seasonal decomposition, mean reversion, heavy-tailed distributions, exponential smoothing, spike preprocessing, autoregressive time series including models with exogenous variables and heteroskedastic (GARCH) components, regime-switching models, interval forecasts, jump-diffusion models, derivatives pricing and the market price of risk.

Modeling and Forecasting Electricity Loads and Prices is packaged with a CD containing both the data and detailed examples of implementation of different techniques in Matlab, with additional examples in SAS. A reader can retrace all the intermediate steps of a practical implementation of a model and test his understanding of the method and correctness of the computer code using the same input data.

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