DocumentCode
3468140
Title
Price-load elasticity analysis by hybrid algorithm
Author
Wang, Yi
Author_Institution
Dept. of Marketing, North China Electr. Power Univ., Beijing
fYear
2008
fDate
6-9 April 2008
Firstpage
233
Lastpage
237
Abstract
Due to the short history of electricity market, price- load elasticity is along one of focused and unsolved problems in the researches of electricity market. This paper describes a novel model for price-load elasticity analysis, where support vector machine (abbr. SVM) is applied for pattern identification of electricity price. First the correlation analysis of loads and prices are performed to choose the proper influence factors. Second, to overcome the limitations of traditional classification, intelligence classification of electricity price is accomplished by SVM that is a strong nonlinear classification by solving a quadratic programming problem. Based on that model, numerical analysis is performed to measure the change ratio of price and its corresponding load in consistency with the classification. Then price-load elasticity models are deduced, whose elasticity coefficients are computed by using the obtained regression model. The method embodies clear concepts, so it can be easily understood theoretically and realized computationally. Case studies are used to test the proposed model.
Keywords
power markets; pricing; quadratic programming; support vector machines; electricity market; electricity price; nonlinear classification; pattern identification; price-load elasticity analysis; quadratic programming problem; regression model; support vector machine; Algorithm design and analysis; Elasticity; Electricity supply industry; History; Machine intelligence; Numerical models; Performance analysis; Quadratic programming; Support vector machine classification; Support vector machines; Elasticity; Electricity price; Load; Support vector machines;
fLanguage
English
Publisher
ieee
Conference_Titel
Electric Utility Deregulation and Restructuring and Power Technologies, 2008. DRPT 2008. Third International Conference on
Conference_Location
Nanjuing
Print_ISBN
978-7-900714-13-8
Electronic_ISBN
978-7-900714-13-8
Type
conf
DOI
10.1109/DRPT.2008.4523409
Filename
4523409
Link To Document