Fig. 1. Scheme of ESS ownership and operation for energyarbitrage by market participants
Fig. 2. Two-period model: effects of energy arbitrage usingESS on price and demand in periods 1 and 2
Fig. 3. Two-period model under TOU tariff
Fig. 4. Two-period model under SMP with the assumptionthat ESOs are price-takers
Fig. 5. Welfare changes in CASE 1 according to theamount of ESS for energy arbitrage by the costs ofstoring: (a) welfare changes, and (b) marginalwelfare changes
Fig. 6. Best response functions and Nash equilibrium oftwo customers’ non-cooperative game for CASE 2
Fig. 7. Impacts of risk-free contracts on surplus ofinvestors
Fig. 8. Best response functions of a customer and tensymmetric MSOs and their Nash equilibria according
Table 1. Representative entities
Table 2. Value of market and ESS parameters.
Table 3. Total optimal amounts of ESS investment by each sector by the number of market participants (w =0).
참고문헌
- J. G. Kassakian, R. Schmalensee, G. Desgroseilliers, T. D. Heidel, K. Afridi, A. Farid, ..., and I. Perez- Arriaga, The future of the electric grid, Cambridge, MA:MIT, 2011, pp.143-167.
- Pierluigi Siano, "Demand response and smart grids - A survey," Renewable and Sustainable Energy Reviews, vol. 30, pp. 461-478, Nov. 2014. https://doi.org/10.1016/j.rser.2013.10.022
- Q. Qdr, "Benefits of demand response in electricity markets and recommendations for achieving them," US department of energy, Feb. 2006.
- Lee Tsung-Ying, "Operating schedule of battery energy storage system in a time-of-use rate industrial user with wind turbine generators: a multipass iteration particle swarm optimization approach," IEEE Trans. Energy Conversion, vol. 22, no. 3, pp. 774-782, Sep. 2007. https://doi.org/10.1109/TEC.2006.878239
- H. Kim, J. H. Heo, J. Y. Park, and Y. T. Yoon, "Impact of Battery Energy Storage System Operation Strategy on Power System: An Urban Railway Load Case under a Time-of-Use Tariff," Energies, vol. 10, no. 1, Jan. 2017.
- W. F. Su, S. J. Huang, and C. E. Lin, "Economic analysis for demand-side hybrid photovoltaic and battery energy storage system," IEEE Trans. Industry Applications, vol. 37, no. 1, pp. 171-177, Jan./Feb. 2001. https://doi.org/10.1109/28.903143
- R. Sioshansi, P. Denholm, T. Jenkin, and J. Weiss, "Estimating the value of electricity storage in PJM: Arbitrage and some welfare effects," Energy economics, vol. 31, no. 2, pp. 269-277, Mar. 2009. https://doi.org/10.1016/j.eneco.2008.10.005
- K. Bradbury, L. Pratson, and D. Patino-Echeverri, "Economic viability of energy storage systems based on price arbitrage potential in real-time US electricity markets," Applied Energy, vol. 114, pp. 512-519, Feb. 2014. https://doi.org/10.1016/j.apenergy.2013.10.010
- F. C. Figueiredo, P. C. Flynn, and E. A. Cabral, "The economics of energy storage in 14 deregulated power markets," Energy Studies Review, vol. 14, no. 2, pp. 131-152, 2006.
- R. Sioshansi, "Welfare impacts of electricity storage and the implications of ownership structure," The Energy Journal, vol. 31, no. 2, pp. 173-198, 2010.
- N. Gast, J. Y. L. Boudec, A. Proutiere, and D. C. Tomozei, "Impact of storage on the efficiency and prices in real-time electricity markets," in Proceedings of the fourth international conference on Future energy systems, Berkeley, USA, Jan. 2013.
- K. Bradbury, L. Pratson, and D. Patino-Echeverri, "Economic viability of energy storage systems based on price arbitrage potential in real-time US electricity markets," Applied Energy, vol. 114, pp. 512-519, Feb. 2014. https://doi.org/10.1016/j.apenergy.2013.10.010
- S. P. Dirkse, and M. C. Ferris, "The path solver: a nommonotone stabilization scheme for mixed complementarity problems," Optimization Methods and Software, vol. 5, no. 2, pp. 123-156, 1995. https://doi.org/10.1080/10556789508805606
- M. C. Ferris, and T. S. Munson, "Complementarity problems in GAMS and the PATH solver," Journal of Economic Dynamics and Control, vol. 24, no. 2, pp. 165-188, Feb. 2000. https://doi.org/10.1016/S0165-1889(98)00092-X