Modeling, Assessment and Improvement of Demand and Supply Side Uncertainties in Long-term Dynamics of Power Markets
Subject Areas : electrical and computer engineeringE. Khorram 1 , H. Seifi 2 , Mohammad Kazem Sheikh El Eslami 3
1 - Tarbiat Modares University
2 - Tarbiat Modares University
3 - Tarbiat Modares University
Abstract :
In this paper, the long-term dynamics of an electricity market is modeled, considering the load uncertainty. Moreover, the generation side uncertainties, including the uncertainties of the generators availabilities, the hydro generations and the wind generations are observed. The problem is analyzed by the System Dynamics (SD) method. Also, the effects of capacity payment on power market dynamics, with and without uncertainties, are modeled and analyzed. The simulation results show how the uncertainties may affect the long-term behavior of a power market. Moreover, it is shown how the effect of uncertainties on market dynamics, may be improved through capacity payment.
[1] E. R. Larsen and D. W. Bunn, "Deregulation in electricity: understanding strategic and regulatory risk," Operational Research Soc., vol. 50, no. 4, pp. 337-344, Apr. 1999.
[2] S. Gary and E. R. Larsen, "Improving firm performance in out-of-equilibrium, deregulated markets using feedback simulation models," Energy Policy, vol. 28, no. 12, pp. 845-855, Oct. 2000.
[3] F. Olsina, F. Garces, and H. J. Haubrich, "Modeling long-term dynamics of electricity markets," Energy Policy, vol. 34, no. 12, pp. 1411-1433, Aug. 2006.
[4] D. W. Bunn and E. R. Larsen, "Sensitivity of reserve margin to factors influencing investment behaviour in the electricity market of England and Wales," Energy Policy, vol. 20, no. 5, pp. 420-429, May 1992.
[5] D. W. Bunn and E. R. Larsen, "Assessment of the uncertainty in future UK electricity investment using an industry simulation model," Utilities Policy, vol. 4, no. 3, pp. 229-236, Jul. 1994.
[6] D. W. Bunn, I. Dyner, and E. R. Larsen, "Modelling latent market power across gas and electricity markets," Syst. Dynamics Review., vol. 13, no. 4, pp. 271-288, Winter 1997.
[7] D. W. Bunn, E. R. Larsen, and K. Vlahos, "Complementary modelling approaches for analysing several effects of privatization on electricity investment," Operational Research Soc., vol. 44, no. 10, pp. 957-971, Oct. 1993.
[8] A. Ford, "Cycles in competitive electricity markets: a simulation study of the western United States," Energy Policy, vol. 27, no. 11, pp. 637-658, Oct. 1999.
[9] A. Ford, "Waiting for the boom: a simulation study of power plant construction in California," Energy Policy, vol. 29, no. 11, pp. 847-869, Sep. 2001.
[10] K. Vogstad, A System Dynamics Analysis of the Nordic Electricity Market: the Transition from Fossil Fuelled toward a Renewable Supply within a Liberalized Electricity Market, Ph.D. Dissertation, Dept. Elect. Power Eng., Sci. and Tech. Univ., Trondheim, Norwegian, 2005.
[11] A. Ford and K. Vogstad, "Comprehensive long term modeling of the dynamics of investment and growth in electric powersSystems," Presented at the EPNES Workshop, Mayaguez, Puerto Rico, 2004.
[12] K. Vogstad, A. Botterud, K. Maribu, and S. Grenaa, "The transition from a fossil fuelled towards a renewable power supply in a deregulated electricity market," in Proc. 20th Int. Conf. System Dynamics Society, Palermo, Italy, 28 Jul.-1 Aug. 2002.
[13] K. Vogstad, "Combining system dynamics and experimental economics to analyse the design of tradable green certificates," in Proc. 38th Annual Hawaii Int. Conf. System Sciences, 9 pp., Hawaii, US, 3-6 Jan. 2005.
[14] K. Vogstad, "Counterproductive environmental policies: long term versus short term substitution effects of natural gas in a liberalised electricity market," in Proc. 22nd Int. Conf. System Dynamics Society, Oxford, England, 24-29 Jul. 2004.
[15] F. Olsina, Long Term Dynamics of Liberalized Electricity Markets, Ph.D. Dissertation, Dept. Postgraduate Stud., San Juan Nat. Univ., Sun Juan, Argentina, 2005.
[16] T. Kadoya et al., "Utilizing system dynamics modeling to examine impact of deregulation on generation capacity," in Proc. IEEE, vol. 93, no. 11, pp. 2060-2069, Nov. 2005.
[17] L. J. De Vries, Securing the Public Interest in Electricity Generation Markets, the Myths of the Invisible Hand and the Copper Plate, Ph.D. Dissertation, Faculty of Technology, Policy and Manage., Univ. Technology, Delft, 2004.
[18] J. Y. Park, N. S. Ahn, Y. B. Yoon, K. H. Koh, and D. W. Bunn, "Investment incentives in the Korean electricity market," Energy Policy, vol. 35, no. 11, pp. 5819-5828, Nov. 2007.
[19] S. Arango, "Simulation of alternative regulations in the Colombian electricity market," Socio-Econ. Planning Sci., vol. 41, no. 4, pp. 305-319, Dec. 2007.
[20] M. Assili, M. H. Javidi D. B., and R. Ghazi, "An improved mechanism for capacity payment based on system dynamics modeling for investment planning in competitive electricity environment," Energy Policy, vol. 36, no. 10, pp. 3703-3713, Oct. 2008.
[21] P. Ochoa and A. Van Ackere, "Policy changes and the dynamics of capacity expansion in the Swiss electricity market," Energy Policy, vol. 37, no. 5, pp. 1983-1998, May 2009.
[22] O. A. Ojeda, F. Olsina, and F. Garces, "Simulation of the long-term dynamic of a market-based transmission interconnection," Energy Policy, vol. 37, no. 8, pp. 2889-2899, Aug. 2009.
[23] ا. خرم، ح. سيفي و م. ك. شيخالاسلامي، "تحليل ديناميك بلندمدت بازار برق ناشي از منطقيت محدود تصميمات سرمايهگذاران تحت طراحيهاي مختلف بازار،" نشريه مهندسي برق و مهندسي کامپيوتر ايران، جلد 9، شماره 4، صص. 179-191، زمستان 1390.
[24] F. Olsina and F. F. Garces, "Stochastic modeling of the long-term dynamics of liberalized electricity markets," in Proc. IEEE, IEEE, Power and Energy Soc. General Meeting-Conv. and Delivery of Elect. Energy in the 21st Century, 6 pp., Jul. 2008.
[25] L. De Vries and P. Heijnen, "The impact of electricity market design upon investment under uncertainty: the effectiveness of capacity mechanisms," Utilities Policy, vol. 16, no. 3, pp. 215-227, Sep. 2008.
[26] G. L. Doorman and A. Botterud, "Analysis of generation investment under different market designs," IEEE Trans. Power Syst., vol. 23, no. 3, pp. 859-867, Aug. 2008.
[27] J. Sterman, Business Dynamics: Systems Thinking and Modeling for a Complex World, McGraw-Hill, 2000.
[28] H. Aksoy, Z. F. Toprak, A. Aytek, and N. E. Unal, "Stochastic generation of hourly mean wind speed data," Renewable Energy, vol. 29, no. 14, pp. 2111-2131, Nov. 2004.
[29] P. Giorsetto and K. F. Utsurogi, "Development of a new procedure for reliability modelling of wind turbine generators," IEEE Trans. Power Apparatus and Syst., vol. 102, no. l, pp. 134-143, Jun. 1983.
[30] C. Singh and A. Lago-Gonzalez, "Reliability modelling of generation systems including unconventional energy sources," IEEE Trans. Power Apparatus and Syst., vol. 104, no. 5, pp. 1409-1056, May 1985.
[31] A. J. Wood and B. F. Wollenberg, Power Generation, Operation, and Control, John Wiley & Sons, 2nd Edition, New York, 1996.
[32] B. F. Hobbs, M. C. Hu, J. G. Inon, S. E. Stoft, and M. P. Bhavaraju, "A dynamic analysis of a demand curve-based capacity market proposal: the PJM reliability pricing model," IEEE Trans. Power Syst., vol. 22, no. 1, pp. 3-14, Feb. 2007.
[33] H. Seifi and M. S. Sepasian, Electric Power System Planning: Issues, Algorithms, and Solutions, Verlag Berlin Heidelberg: Springer, 2011.
[34] P. Wong et al., "The IEEE reliability test system-1996: A report prepared by the reliability test system task force of the application of probability methods subcommittee," IEEE Trans. Power Syst., vol. 14, no. 3, pp. 1010-1020, Aug. 1999.
[35] NEMMCO, An Introduction to Australia's National Electricity Market, 2010. Available from http://www.aemo.com.au/corporate/0000-0262.pdf
[36] OECD/IEA, Projected Cost of Electricity: 2010 Update, ParisInternational Energy Agency, 2010.
[37] T. Ackermann, Wind Power in Power Systems, New York: John Wiley & Sons, 2005.
[38] Historical Climate Data, http://climate.weatheroffice.gc.ca/
