Valuing a gas-fired power plant: A comparison of ordinary linear models, regime-switching approaches, and models with stochastic volatility
AbstractEnergy prices are often highly volatile with unexpected spikes. Capturing these sudden spikes may lead to more informed decision-making in energy investments, such as valuing gas-fired power plants, than ignoring them. In this paper, non-linear regime-switching models and models with mean-reverting stochastic volatility are compared with ordinary linear models. The study is performed using UK electricity and natural gas daily spot prices and suggests that with the aim of valuing a gas-fired power plant with and without operational flexibility, non-linear models with stochastic volatility, specifically for logarithms of electricity prices, provide better out-of-sample forecasts than both linear models and regime-switching models.
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Bibliographic InfoArticle provided by Elsevier in its journal Energy Economics.
Volume (Year): 32 (2010)
Issue (Month): 3 (May)
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Web page: http://www.elsevier.com/locate/eneco
Energy spot prices Hamilton filter Markov regime switching Stochastic volatility Variogram;
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- Karakatsani, Nektaria V. & Bunn, Derek W., 2008. "Intra-day and regime-switching dynamics in electricity price formation," Energy Economics, Elsevier, vol. 30(4), pages 1776-1797, July.
- Klemperer, Paul D & Meyer, Margaret A, 1989. "Supply Function Equilibria in Oligopoly under Uncertainty," Econometrica, Econometric Society, vol. 57(6), pages 1243-77, November.
- Green, Richard & Newbery, David M G, 1991.
"Competition in the British Electricity Spot Market,"
CEPR Discussion Papers
557, C.E.P.R. Discussion Papers.
- Green, Richard J & Newbery, David M, 1992. "Competition in the British Electricity Spot Market," Journal of Political Economy, University of Chicago Press, vol. 100(5), pages 929-53, October.
- Guthrie, Graeme & Videbeck, Steen, 2007. "Electricity spot price dynamics: Beyond financial models," Energy Policy, Elsevier, vol. 35(11), pages 5614-5621, November.
- Catherine D. Wolfram, 1999. "Measuring Duopoly Power in the British Electricity Spot Market," American Economic Review, American Economic Association, vol. 89(4), pages 805-826, September.
- Alvaro Cartea & Thomas Williams, 2006.
"UK Gas Markets: the Market Price of Risk and Applications to Multiple Interruptible Supply Contracts,"
Birkbeck Working Papers in Economics and Finance
0608, Birkbeck, Department of Economics, Mathematics & Statistics.
- Cartea, Álvaro & Williams, Thomas, 2008. "UK gas markets: The market price of risk and applications to multiple interruptible supply contracts," Energy Economics, Elsevier, vol. 30(3), pages 829-846, May.
- Aiube, Fernando Antonio Lucena & Baidya, Tara Keshar Nanda & Tito, Edison Americo Huarsaya, 2008. "Analysis of commodity prices with the particle filter," Energy Economics, Elsevier, vol. 30(2), pages 597-605, March.
- Green, Richard, 1999. "The Electricity Contract Market in England and Wales," Journal of Industrial Economics, Wiley Blackwell, vol. 47(1), pages 107-24, March.
- Azadeh, A. & Ghaderi, S.F. & Sohrabkhani, S., 2008. "A simulated-based neural network algorithm for forecasting electrical energy consumption in Iran," Energy Policy, Elsevier, vol. 36(7), pages 2637-2644, July.
- Nasakkala, Erkka & Fleten, Stein-Erik, 2005.
"Flexibility and technology choice in gas fired power plant investments,"
Review of Financial Economics,
Elsevier, vol. 14(3-4), pages 371-393.
- Erkka Näsäkkälä & Stein- Erik Fleten, 2004. "Flexibility and Technology Choice in Gas Fired Power Plant Investments," Others 0405004, EconWPA, revised 06 Apr 2006.
- Robert Wilson, 2002. "Architecture of Power Markets," Econometrica, Econometric Society, vol. 70(4), pages 1299-1340, July.
- Bolle, Friedel, 1992. "Supply function equilibria and the danger of tacit collusion : The case of spot markets for electricity," Energy Economics, Elsevier, vol. 14(2), pages 94-102, April.
- Pindyck, Robert S., 1998.
"The long-run evolution of energy prices,"
WP 4044-98., Massachusetts Institute of Technology (MIT), Sloan School of Management.
- Kosater, Peter & Mosler, Karl, 2005.
"Can Markov-regime switching models improve power price forecasts? Evidence for German daily power prices,"
Discussion Papers in Statistics and Econometrics
1/05, University of Cologne, Department for Economic and Social Statistics.
- Kosater, Peter & Mosler, Karl, 2006. "Can Markov regime-switching models improve power-price forecasts? Evidence from German daily power prices," Applied Energy, Elsevier, vol. 83(9), pages 943-958, September.
- Cox, John C. & Ross, Stephen A., 1976. "The valuation of options for alternative stochastic processes," Journal of Financial Economics, Elsevier, vol. 3(1-2), pages 145-166.
- Eduardo Schwartz & James E. Smith, 2000. "Short-Term Variations and Long-Term Dynamics in Commodity Prices," Management Science, INFORMS, vol. 46(7), pages 893-911, July.
- Mount, Timothy D. & Ning, Yumei & Cai, Xiaobin, 2006. "Predicting price spikes in electricity markets using a regime-switching model with time-varying parameters," Energy Economics, Elsevier, vol. 28(1), pages 62-80, January.
- Green, Richard, 2006. "Market power mitigation in the UK power market," Utilities Policy, Elsevier, vol. 14(2), pages 76-89, June.
- Fleten, Stein-Erik & Lemming, Jacob, 2003. "Constructing forward price curves in electricity markets," Energy Economics, Elsevier, vol. 25(5), pages 409-424, September.
- David G. Laughton & Henry D. Jacoby, 1993. "Reversion, Timing Options, and Long-Term Decision-Making," Financial Management, Financial Management Association, vol. 22(3), Fall.
- Jean-Thomas Bernard & Lynda Khalaf & Maral Kichian & Sebastien Mcmahon, 2008.
"Forecasting commodity prices: GARCH, jumps, and mean reversion,"
Journal of Forecasting,
John Wiley & Sons, Ltd., vol. 27(4), pages 279-291.
- Jean-Thomas Bernard & Lynda Khalaf & Maral Kichian & Sebastien McMahon, 2006. "Forecasting Commodity Prices: GARCH, Jumps, and Mean Reversion," Working Papers 06-14, Bank of Canada.
- Janczura, Joanna & Weron, Rafal, 2010.
"An empirical comparison of alternate regime-switching models or electricity spot prices,"
20546, University Library of Munich, Germany.
- Janczura, Joanna & Weron, Rafal, 2010. "An empirical comparison of alternate regime-switching models for electricity spot prices," Energy Economics, Elsevier, vol. 32(5), pages 1059-1073, September.
- Palzer, Andreas & Westner, Günther & Madlener, Reinhard, 2012.
"Evaluation of Different Hedging Strategies for Commodity Price Risks of Industrial Cogeneration Plants,"
FCN Working Papers
2/2012, E.ON Energy Research Center, Future Energy Consumer Needs and Behavior (FCN), revised Mar 2013.
- Palzer, Andreas & Westner, Günther & Madlener, Reinhard, 2013. "Evaluation of different hedging strategies for commodity price risks of industrial cogeneration plants," Energy Policy, Elsevier, vol. 59(C), pages 143-160.
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