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The Impact of the Energy Storage System Operation Strategy on Power Grid Reliability

  • Beopsoo Kim
  • , Dayoung Lee
  • , Nikita Rusetskii
  • , Konstantin Shusterzon
  • , Denis Sidorov
  • , Insu Kim*
  • *Corresponding author for this work
  • Inha University
  • Irkutsk National Research Technical University
  • Siberian Branch of Russian Academy of Sciences

Research output: Contribution to journalArticlepeer-review

Abstract

Based on the empirical data published by the Korea Electric Power Exchange and the Korea Meteorological Administration, we present a methodology that predicts the system marginal prices. For this purpose, this study uses the long-short term memory (LSTM) technique, which is commonly used in time-series prediction problems. As a result, we present a strategy for operating energy storage systems (ESSs) from the perspective of a prosumer rather than a system operator or conventional utilities. This study also examines the effects of the proposed prosumer actions on the system. The proposed operating strategy is established based on dynamic programming. In particular, this study takes the proposed operation strategy of ESSs the point of view of system reliability.

Original languageEnglish
Pages (from-to)1820-1826
Number of pages7
JournalTransactions of the Korean Institute of Electrical Engineers
Volume70
Issue number12
DOIs
StatePublished - Dec 2021
Externally publishedYes

Keywords

  • Dynamic programming reliability
  • Energy storage system
  • Long-short term memory

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