- Library Home /
- Search Collections /
- Open Collections /
- Browse Collections /
- UBC Theses and Dissertations /
- Application of wavelet transform to electricity price...
Open Collections
UBC Theses and Dissertations
UBC Theses and Dissertations
Application of wavelet transform to electricity price forecasting Xu, Haiteng
Abstract
In order to improve the overall efficiency of electric power industry, since 1990's, deregulation of power industry has been implemented around the world by introducing competitions in generation, wholesale and retail sectors. The process of determining electricity price of electricity market is closely coupled with the process of power system operation and this results in an extremely volatile electricity price. This volatile electricity price not only brings unprecedented risk to customers but also brings more uncertainties and difficulties to power system operation, as electricity price also affects the behavior of generation, transmission and demand sections in electricity market. Therefore, modeling and forecasting electricity price is a very important topic. Aiming at developing a simple, affordable and accurate electricity price forecasting model for electricity consumers, this thesis studies the mechanism of electricity price behavior, explores the feasibility of applying wavelet transform to electricity forecasting, and tries to improve the performance of short-term (one day ahead) electricity price forecasting. The difficulty of forecasting electricity price includes price spikes and random changes. In this research, we have tried to solve this difficulty with wavelet transform and our simulation results show that wavelet transform is able to handle the spikes and random changes in electricity price and substantially improve the performance of electricity forecasting.
Item Metadata
Title |
Application of wavelet transform to electricity price forecasting
|
Creator | |
Publisher |
University of British Columbia
|
Date Issued |
2004
|
Description |
In order to improve the overall efficiency of electric power industry, since 1990's, deregulation of power industry has been implemented around the world by introducing competitions in generation, wholesale and retail sectors. The process of determining electricity price of electricity market is closely coupled with the process of power system operation and this results in an extremely volatile electricity price.
This volatile electricity price not only brings unprecedented risk to customers but also brings more uncertainties and difficulties to power system operation, as electricity price also affects the behavior of generation, transmission and demand sections in electricity market. Therefore, modeling and forecasting electricity price is a very important topic.
Aiming at developing a simple, affordable and accurate electricity price forecasting model for electricity consumers, this thesis studies the mechanism of electricity price behavior, explores the feasibility of applying wavelet transform to electricity forecasting, and tries to improve the performance of short-term (one day ahead) electricity price forecasting.
The difficulty of forecasting electricity price includes price spikes and random changes. In this research, we have tried to solve this difficulty with wavelet transform and our simulation results show that wavelet transform is able to handle the spikes and random changes in electricity price and substantially improve the performance of electricity forecasting.
|
Genre | |
Type | |
Language |
eng
|
Date Available |
2009-12-23
|
Provider |
Vancouver : University of British Columbia Library
|
Rights |
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
|
DOI |
10.14288/1.0065561
|
URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
|
Graduation Date |
2004-11
|
Campus | |
Scholarly Level |
Graduate
|
Aggregated Source Repository |
DSpace
|
Item Media
Item Citations and Data
Rights
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.