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ESS의 SOC 균형을 고려한 독립형 마이크로그리드 실시간 운영계획 최적화

Real-time Optimal Operation Planning of Isolated Microgrid Considering SOC balance of ESS

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초록

The operating system for an isolated microgrid, which is completely disconnected from the central power system, aims at preventing blackouts and minimizing power generation costs of diesel generators through efficient operation of the energy storage system (ESS) that stores energy produced by renewable energy generators and diesel generators. In this paper, we predict the amount of renewable energy generation using the weather forecast and build an optimal diesel power generation plan using a genetic algorithm. In order to avoid inefficiency due to inaccurate prediction of renewable energy generation, our search algorithm imposes penalty on candidate diesel power generation plans that fail to maintain the SOC (state of charge) of ESS at an appropriate level. Simulation experiments show that our optimization method for maintaining an appropriate SOC balance can prevent the blackout better when compared with the previous method.

Abstract

The operating system for an isolated microgrid, which is completely disconnected from the central power system, aims at preventing blackouts and minimizing power generation costs of diesel generators through efficient operation of the energy storage system (ESS) that stores energy produced by renewable energy generators and diesel generators. In this paper, we predict the amount of renewable energy generation using the weather forecast and build an optimal diesel power generation plan using a genetic algorithm. In order to avoid inefficiency due to inaccurate prediction of renewable energy generation, our search algorithm imposes penalty on candidate diesel power generation plans that fail to maintain the SOC (state of charge) of ESS at an appropriate level. Simulation experiments show that our optimization method for maintaining an appropriate SOC balance can prevent the blackout better when compared with the previous method.

참고문헌 (10)

  1. Yasser Abdel-Rady I. Mohamed, "Hierarchical Control System for Robust Microgrid Operation and Seamless Mode Transfer in Active Distribution Systems", IEEE Transactions on Smart Grid, 2(2), pp.352~362 (2011), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
  2. 이상욱, "마이크로그리드에서 SOC균형을 고려한 ESS의 충·방전 전력배분 방법", 전기학회논문지, 66(2), pp.292~299 (2017), 대한전기학회[DOI]
  3. G. Marinova, "Energy Scheduling for Island Microgird Applications", Journal of Communication and Computer, 13(6), pp.281~290 (2016)
  4. J. A. P. Lopes, "Defining Control Strategies for MicroGrids Islanded Operation", IEEE Trans. on Power System., 21(2), pp.916~924 (2006)[DOI]
  5. Jun Xiao, "Sizing of Energy Storage and Diesel Generators in an Isolated Microgrid Using Discrete Fourier Transform (DFT)", IEEE Transactions on Sustainable Energy, 5(3), pp.907~916 (2014), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
  6. M. Ross, "Energy storage system scheduling for an isolated microgrid", IET Renewable Power Generation, 5(2), pp.117~ (2011), Institution of Engineering and Technology (IET)[DOI]
  7. J. Y. Sim, "Optimization of Constraint Satisfaction of Diesel Power Plan for Uninterrupted Operation of Stand-alone Microgrid", pp.2017
  8. G. R. Harik, "Finding multimodal solutions using restricted tournament selection", Proceedings of the International Conference on Genetic Algorithms, pp.24~31 (1995)
  9. "SoDA"[URL]
  10. "OpenEI Datasets"[URL]

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