• DocumentCode
    63159
  • Title

    Probabilistic Power Flow Analysis With Generation Dispatch Including Photovoltaic Resources

  • Author

    Miao Fan ; Vittal, Vijay ; Heydt, Gerald T. ; Ayyanar, Raja

  • Author_Institution
    Dept. of Electr., Comput. & Energy Eng, Arizona State Univ., Tempe, AZ, USA
  • Volume
    28
  • Issue
    2
  • fYear
    2013
  • fDate
    May-13
  • Firstpage
    1797
  • Lastpage
    1805
  • Abstract
    This paper proposes a novel probabilistic power flow (PPF) algorithm considering generation dispatch. The intent is to examine the influence of uncertainty due to photovoltaic (PV) generation resources and loads. PV generation uncertainty may have a significant impact on transmission systems since this resource is easily influenced by changing environmental conditions. However, it is prudent to include generation dispatch in the PPF algorithm since the dispatching strategy compensates for PV generation injections and influences the uncertainty in the results. The proposed PPF algorithm is based on the cumulant method. The Gram-Charlier expansion is applied to approximate the distribution of probabilistic variables. Furthermore, this paper also proposes a probabilistic optimal power dispatching strategy which considers uncertainty problems in the economic dispatch and optimizes the expected value of the total cost with the overload probability as a constraint. The Arizona area of the Western Electricity Coordinating Council (WECC) system is used to test the proposed PPF algorithm and compare results with Monte Carlo simulation (MCS).
  • Keywords
    Monte Carlo methods; load flow; photovoltaic power systems; power generation dispatch; power generation economics; power transmission economics; probability; Arizona area; Gram-Charlier expansion; MCS; Monte Carlo simulation; PPF algorithm; PV generation injections; PV generation load; PV generation uncertainty; WECC system; Western Electricity Coordinating Council; changing environmental condition; cumulant method; economic dispatch; generation dispatch; overload probability; photovoltaic generation resources; probabilistic optimal power dispatching strategy; probabilistic power flow analysis; probabilistic variable distribution; transmission systems; Computational modeling; Dispatching; Economics; Generators; Mathematical model; Probabilistic logic; Uncertainty; Cumulant; Gram-Charlier expansion; cumulative distribution function; economic generation dispatch; photovoltaic generation; probabilistic optimal power dispatching strategy; probabilistic power flow; probability density function;
  • fLanguage
    English
  • Journal_Title
    Power Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0885-8950
  • Type

    jour

  • DOI
    10.1109/TPWRS.2012.2219886
  • Filename
    6340376