A Simple Hybrid Model for Short-Term Load Forecasting
Joint Authors
Annamareddi, Suseelatha
Gopinathan, Sudheer
Dora, Bharathi
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-7, 7 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-06-18
Country of Publication
Egypt
No. of Pages
7
Main Subjects
Abstract EN
The paper proposes a simple hybrid model to forecast the electrical load data based on the wavelet transform technique and double exponential smoothing.
The historical noisy load series data is decomposed into deterministic and fluctuation components using suitable wavelet coefficient thresholds and wavelet reconstruction method.
The variation characteristics of the resulting series are analyzed to arrive at reasonable thresholds that yield good denoising results.
The constitutive series are then forecasted using appropriate exponential adaptive smoothing models.
A case study performed on California energy market data demonstrates that the proposed method can offer high forecasting precision for very short-term forecasts, considering a time horizon of two weeks.
American Psychological Association (APA)
Annamareddi, Suseelatha& Gopinathan, Sudheer& Dora, Bharathi. 2013. A Simple Hybrid Model for Short-Term Load Forecasting. Journal of Engineering،Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-496640
Modern Language Association (MLA)
Annamareddi, Suseelatha…[et al.]. A Simple Hybrid Model for Short-Term Load Forecasting. Journal of Engineering No. 2013 (2013), pp.1-7.
https://search.emarefa.net/detail/BIM-496640
American Medical Association (AMA)
Annamareddi, Suseelatha& Gopinathan, Sudheer& Dora, Bharathi. A Simple Hybrid Model for Short-Term Load Forecasting. Journal of Engineering. 2013. Vol. 2013, no. 2013, pp.1-7.
https://search.emarefa.net/detail/BIM-496640
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-496640