DocumentCode :
3603027
Title :
A Versatile Probability Model of Photovoltaic Generation Using Pair Copula Construction
Author :
Wei Wu ; Keyou Wang ; Bei Han ; Guojie Li ; Xiuchen Jiang ; Crow, Mariesa L.
Author_Institution :
Dept. of Electr. Eng., Shanghai Jiao Tong Univ., Shanghai, China
Volume :
6
Issue :
4
fYear :
2015
Firstpage :
1337
Lastpage :
1345
Abstract :
Photovoltaic (PV) generation is increasingly popular in power systems. The nonlinear dependence associated with a large number of distributed PV sources adds the complexity to construct an accurate probability model and negatively affects confidence levels and reliability, thereby resulting in a more challenging operation of the systems. Most probability models have many restrictions when constructing multiple PV sources with complex dependence. This paper proposes a versatile probability model of PV generation on the basis of pair copula construction. In order to tackle the computational burden required to construct pair copula in high-dimensional cases, a systematic simplification technique is utilized that can significantly reduce the computational effort while preserving satisfactory precision. The proposed method can simplify the modeling procedure and provide a flexible and optimal probability model for the PV generation with complex dependence. The proposed model is tested using a set of historical data from colocated PV sites. It is then applied to the probabilistic load flow (PLF) study of the IEEE 118-bus system. The results demonstrate the effectiveness and accuracy of the proposed model.
Keywords :
load flow; photovoltaic power systems; probability; PLF study; complex dependence; confidence levels; distributed PV sources; nonlinear dependence; optimal probability model; pair copula construction; photovoltaic generation; power systems; probabilistic load flow study; probability models; systematic simplification technique; versatile probability model; Computational modeling; Load flow; Load modeling; Photovoltaic systems; Power system modeling; Probabilistic logic; Multiple dependence; pair copula; photovoltaic (PV) generation; probabilistic load flow (PLF); simplification;
fLanguage :
English
Journal_Title :
Sustainable Energy, IEEE Transactions on
Publisher :
ieee
ISSN :
1949-3029
Type :
jour
DOI :
10.1109/TSTE.2015.2434934
Filename :
7122345
Link To Document :
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