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The Impact of the Energy Storage System Operation Strategy on Power Grid Reliability
- 김법수;
- 이다영;
- 니키타 루셋스키;
- 콘스탄틴 슈스터존;
- 데니스 시도로프;
- 외 1명
초록
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.
키워드
- 제목
- The Impact of the Energy Storage System Operation Strategy on Power Grid Reliability
- 제목 (타언어)
- ESS 최적운영 전략이 계통의 신뢰도에 미치는 영향에 관한 연구
- 저자
- 김법수; 이다영; 니키타 루셋스키; 콘스탄틴 슈스터존; 데니스 시도로프; 김인수
- 발행일
- 2021-12
- 유형
- Y
- 저널명
- 전기학회논문지
- 권
- 70
- 호
- 12
- 페이지
- 1820 ~ 1826