• 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