Modeling and Forecasting Electricity Loads and Prices 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.
An accompanying CD containing both the data and detailed
examples of implementation of different techniques in Matlab will
enable readers to retrace all the intermediate steps of a practical
implementation of a model and test their understanding of the
method and correctness of the computer code using the same input
data.
The book will be of particular interest to the quants employed
by the utilities, independent power generators and marketers,
energy trading desks of the hedge funds and financial institutions,
and the executives attending courses designed to help them to rush
up on their technical skills. The text will be also of use to
graduate students in electrical engineering, econometrics and
fiance wanting to get a grip on advanced Statistical tools applied
in this hot area. Complete with sixteen case studies, this book is
a highly practical, self-contained tutorial to electricity load and
price modeling and forecasting.
"the ability to predict correctly the system load, customer
specific load and the electricity prices is of critical importance
to anyregulated utility, independent power producer, power
marketers and traders. Given high volatility of electricity prices,
even a small forecasting error can have a very significant impact
on the bottom line. Dr. Weron's book provides an in-depth,
up-to-date and very well organized review of Statistical techniques
for forecasting power load and prices and is highly recommended to
any practitioner of the modern electricity markets."
-- Vince Kaminski, Managing Director, Citigroup, Houston and
Adjunct Professor, Rice University, Houston
General
Imprint: |
John Wiley & Sons
|
Country of origin: |
United States |
Release date: |
October 2006 |
First published: |
2007 |
Authors: |
R Weron
|
Dimensions: |
244 x 168 x 12mm (L x W x T) |
Format: |
Hardcover
|
Pages: |
192 |
ISBN-13: |
978-0-470-05753-7 |
Categories: |
Books >
Business & Economics >
Finance & accounting >
General
Promotions
|
LSN: |
0-470-05753-X |
Barcode: |
9780470057537 |
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