• DocumentCode
    740177
  • Title

    Development of a Markov-Chain-Based Energy Storage Model for Power Supply Availability Assessment of Photovoltaic Generation Plants

  • Author

    Junseok Song ; Krishnamurthy, Vikram ; Kwasinski, Alexis ; Sharma, Ritu

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Texas at Austin, Austin, TX, USA
  • Volume
    4
  • Issue
    2
  • fYear
    2013
  • fDate
    4/1/2013 12:00:00 AM
  • Firstpage
    491
  • Lastpage
    500
  • Abstract
    A new Markov-chain-based energy storage model to evaluate power supply availability of photovoltaic generation is proposed. Since photovoltaic resources have high output variability subject to weather conditions, energy storage can be added in order to increase the availability of photovoltaic generation. Although adding energy storage is a promising strategy to improve the availability of photovoltaic generation, energy storage sizing to meet a certain availability must be taken into account in order to avoid over-sizing or under-sizing capacity, which are two undesirable conditions leading to increased system cost or inadequate availability, respectively. This paper proposes a new Markov-chain-based energy storage model to develop a power supply availability framework for photovoltaic generation. The proposed work models energy states in a photovoltaic-energy storage system in order to understand the nature of charge/discharge rates for energy storage that affect the system´s power output. This developed Markov chain model may assist when planning both large and small-scale grid integrated photovoltaic generation because energy state´s behavior of the photovoltaic-energy storage model can be used for forecasting expected power output. In addition, an example using lithium-ion batteries is given in order to explore the effects on availability of energy storage capacity degradation.
  • Keywords
    Markov processes; photovoltaic power systems; power generation planning; Markov-chain-based energy storage model; charge-discharge rates; large-scale grid integrated photovoltaic generation; lithium-ion batteries; over-sizing capacity; photovoltaic generation plants; photovoltaic resources; photovoltaic-energy storage system; power supply availability assessment; small-scale grid integrated photovoltaic generation; under-sizing capacity; weather conditions; Availability; Batteries; Histograms; Markov processes; Photovoltaic systems; Availability; Markov chain; PV power generation; distributed power generation; energy storage; photovoltaic (PV) systems; power generation dispatch; power generation planning; smart grids;
  • fLanguage
    English
  • Journal_Title
    Sustainable Energy, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1949-3029
  • Type

    jour

  • DOI
    10.1109/TSTE.2012.2207135
  • Filename
    6298069