Skip to main content
Erschienen in:
Buchtitelbild

2024 | OriginalPaper | Buchkapitel

Estimation of the Number of Factors in a Multi-Factorial Heath-Jarrow-Morton Model in Power Markets

verfasst von : Olivier Féron, Pierre Gruet

Erschienen in: Quantitative Energy Finance

Verlag: Springer Nature Switzerland

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We study the calibration of specific multi-factorial Heath-Jarrow-Morton models to power market prices, with a focus on the estimation of the optimal number of Gaussian factors. We describe a common statistical procedure based on likelihood maximisation and Akaike/Bayesian information criteria, in the case of a joint calibration on both spot and futures prices. We perform a detailed analysis on three national markets within Europe: Belgium, France, and Germany. The results show a lot of similarities among all the markets we consider, especially on the optimal number of factors and on the behaviour of the different factors.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Fußnoten
1
In practice the number of observed prices may vary, even after removing the redundant products (e.g. a quarterly contract when all the corresponding monthly contracts are observed), see Sect. 4.1.
 
Literatur
1.
Zurück zum Zitat Benth, F.E., Koekebakker, S.: Stochastic modeling of financial electricity contracts. Energy Econ. 30(3), 1116–1157 (2008)CrossRef Benth, F.E., Koekebakker, S.: Stochastic modeling of financial electricity contracts. Energy Econ. 30(3), 1116–1157 (2008)CrossRef
2.
Zurück zum Zitat Benth, F.E., Piccirilli, M., Vargiolu, T.: Mean-reverting additive energy forward curves in a Heath–Jarrow–Morton framework. Math. Financ. Econ. 13(4), 543–577 (2019)MathSciNetCrossRef Benth, F.E., Piccirilli, M., Vargiolu, T.: Mean-reverting additive energy forward curves in a Heath–Jarrow–Morton framework. Math. Financ. Econ. 13(4), 543–577 (2019)MathSciNetCrossRef
3.
Zurück zum Zitat Bhar, R., Chiarella, C.: The estimation of the Heath-Jarrow-Morton model by use of Kalman filtering techniques. In: Computational Approaches to Economic Problems, pp. 113–126 (1997) Bhar, R., Chiarella, C.: The estimation of the Heath-Jarrow-Morton model by use of Kalman filtering techniques. In: Computational Approaches to Economic Problems, pp. 113–126 (1997)
4.
Zurück zum Zitat Bhar, R., Chiarella, C., To, T.D.: A maximum likelihood approach to estimation of Heath-Jarrow-Morton models. Research Paper Series 80, Quantitative Finance Research Centre, University of Technology, Sydney (2002) Bhar, R., Chiarella, C., To, T.D.: A maximum likelihood approach to estimation of Heath-Jarrow-Morton models. Research Paper Series 80, Quantitative Finance Research Centre, University of Technology, Sydney (2002)
5.
Zurück zum Zitat Bjerksund, P., Rasmussen, H., Stensland, G.: Valuation and risk management in the Norwegian electricity market. In: Energy, Natural Ressources And Environmental Economics, pp. 167–185. Springer, Berlin (2000) Bjerksund, P., Rasmussen, H., Stensland, G.: Valuation and risk management in the Norwegian electricity market. In: Energy, Natural Ressources And Environmental Economics, pp. 167–185. Springer, Berlin (2000)
6.
Zurück zum Zitat Burnham, K.P., Anderson, D.R.: Multimodel inference. Soc. Methods Res. 33(2), 261–304 (2004)CrossRef Burnham, K.P., Anderson, D.R.: Multimodel inference. Soc. Methods Res. 33(2), 261–304 (2004)CrossRef
7.
Zurück zum Zitat Clewlow, L., Strickland, C.: Energy Derivatives: Pricing and Risk Management. Lacima Group, Sydney (2000) Clewlow, L., Strickland, C.: Energy Derivatives: Pricing and Risk Management. Lacima Group, Sydney (2000)
8.
Zurück zum Zitat Dahlgren, M.: A continuous time model to price commodity-based swing options. Rev. Deriv. Res. 8(1), 27–47 (2005)MathSciNetCrossRef Dahlgren, M.: A continuous time model to price commodity-based swing options. Rev. Deriv. Res. 8(1), 27–47 (2005)MathSciNetCrossRef
9.
Zurück zum Zitat Deschatre, T., Feron, O., Gruet, P.: A survey of electricity spot and futures price models for risk management applications. Energy Econ. 102, 105504 (2021)CrossRef Deschatre, T., Feron, O., Gruet, P.: A survey of electricity spot and futures price models for risk management applications. Energy Econ. 102, 105504 (2021)CrossRef
10.
Zurück zum Zitat Diko, P., Lawford, S., Limpens, V.: Risk premia in electricity forward prices. Stud. Nonlinear Dynam. Econom. 10(3), 1–24 (2006) Diko, P., Lawford, S., Limpens, V.: Risk premia in electricity forward prices. Stud. Nonlinear Dynam. Econom. 10(3), 1–24 (2006)
11.
Zurück zum Zitat Edoli, E., Tasinato, D., Vargiolu, T.: Calibration of a multifactor model for the forward markets of several commodities. Optimization 62(11), 1553–1574 (2013)MathSciNetCrossRef Edoli, E., Tasinato, D., Vargiolu, T.: Calibration of a multifactor model for the forward markets of several commodities. Optimization 62(11), 1553–1574 (2013)MathSciNetCrossRef
12.
Zurück zum Zitat Fabbiani, E., Marziali, A., De Nicolao, G.: Fast calibration of two-factor models for energy option pricing. Appl. Stoch. Models Bus. Ind. 37(3), 661–671 (2021)MathSciNetCrossRef Fabbiani, E., Marziali, A., De Nicolao, G.: Fast calibration of two-factor models for energy option pricing. Appl. Stoch. Models Bus. Ind. 37(3), 661–671 (2021)MathSciNetCrossRef
13.
14.
Zurück zum Zitat Feron, O., Gruet, P., Hoffmann, M.: Efficient volatility estimation in a two-factor model. Scand. J. Stat. 47(3), 862–898 (2020)MathSciNetCrossRef Feron, O., Gruet, P., Hoffmann, M.: Efficient volatility estimation in a two-factor model. Scand. J. Stat. 47(3), 862–898 (2020)MathSciNetCrossRef
15.
Zurück zum Zitat Gibson, R., Schwartz, E.S.: Stochastic convenience yield and the pricing of oil contingent claims. J. Financ. 45(3), 959–976 (1990)CrossRef Gibson, R., Schwartz, E.S.: Stochastic convenience yield and the pricing of oil contingent claims. J. Financ. 45(3), 959–976 (1990)CrossRef
16.
Zurück zum Zitat Gonzalez, J., Moriarty, J., Palczewski, J.: Bayesian calibration and number of jump components in electricity spot price models. Energy Econ. 65, 375–388 (2017)CrossRef Gonzalez, J., Moriarty, J., Palczewski, J.: Bayesian calibration and number of jump components in electricity spot price models. Energy Econ. 65, 375–388 (2017)CrossRef
17.
Zurück zum Zitat Gruet, P.: Some problems of statistics and optimal control for stochastic processes in the field of electricity markets prices modeling. Ph.D. Thesis, Université Paris Diderot (2015) Gruet, P.: Some problems of statistics and optimal control for stochastic processes in the field of electricity markets prices modeling. Ph.D. Thesis, Université Paris Diderot (2015)
18.
Zurück zum Zitat Heath, D., Jarrow, R., Morton, A.: Bond pricing and the term structure of interest rates: a new methodology for contingent claims valuation. Econometrica. 60(1), 77–105 (1992)CrossRef Heath, D., Jarrow, R., Morton, A.: Bond pricing and the term structure of interest rates: a new methodology for contingent claims valuation. Econometrica. 60(1), 77–105 (1992)CrossRef
19.
Zurück zum Zitat Heitmann, F., Trautmann, S.: Gaussian multi-factor interest rate models: theory, estimation and implications for option pricing. Lehrstuhl f. Finanzwirtschaft, University of Mainz (1995) Heitmann, F., Trautmann, S.: Gaussian multi-factor interest rate models: theory, estimation and implications for option pricing. Lehrstuhl f. Finanzwirtschaft, University of Mainz (1995)
20.
Zurück zum Zitat Jeffrey, A., Kristensen, D., Linton, O., Nguyen, T., Phillips, P.C.B.: Nonparametric estimation of a multifactor Heath-Jarrow-Morton model: an integrated approach. J. Financ. Econom. 2(2), 251–289 (2004) Jeffrey, A., Kristensen, D., Linton, O., Nguyen, T., Phillips, P.C.B.: Nonparametric estimation of a multifactor Heath-Jarrow-Morton model: an integrated approach. J. Financ. Econom. 2(2), 251–289 (2004)
21.
Zurück zum Zitat Kalman, R.E.: A new approach to linear filtering and prediction problems. J. Basic Eng. 82(1), 35–45 (1960)MathSciNetCrossRef Kalman, R.E.: A new approach to linear filtering and prediction problems. J. Basic Eng. 82(1), 35–45 (1960)MathSciNetCrossRef
22.
Zurück zum Zitat Karesen, K.F., Husby, E.: A joint state-space model for electricity spot and futures prices. Norsk Regnesentral (2000) Karesen, K.F., Husby, E.: A joint state-space model for electricity spot and futures prices. Norsk Regnesentral (2000)
23.
Zurück zum Zitat Kemna, A.G.Z., Vorst, A.C.F.: A pricing method for options based on average asset values. J. Bank. Financ. 14(1), 113–129 (1990)CrossRef Kemna, A.G.Z., Vorst, A.C.F.: A pricing method for options based on average asset values. J. Bank. Financ. 14(1), 113–129 (1990)CrossRef
24.
Zurück zum Zitat Kiesel, R., Schindlmayr, G., Börger, R.H.: A two-factor model for the electricity forward market. Quant. Financ. 9(3), 279–287 (2009)MathSciNetCrossRef Kiesel, R., Schindlmayr, G., Börger, R.H.: A two-factor model for the electricity forward market. Quant. Financ. 9(3), 279–287 (2009)MathSciNetCrossRef
25.
Zurück zum Zitat Koekebakker, S., Ollmar, F.: Forward curve dynamics in the Nordic electricity market. Manag. Financ. 31(6), 73–94 (2005) Koekebakker, S., Ollmar, F.: Forward curve dynamics in the Nordic electricity market. Manag. Financ. 31(6), 73–94 (2005)
26.
Zurück zum Zitat Latini, L., Piccirilli, M., Vargiolu, T.: Mean-reverting no-arbitrage additive models for forward curves in energy markets. Energy Econ. 79, 157–170 (2019)CrossRef Latini, L., Piccirilli, M., Vargiolu, T.: Mean-reverting no-arbitrage additive models for forward curves in energy markets. Energy Econ. 79, 157–170 (2019)CrossRef
27.
Zurück zum Zitat Lucia, J.J., Schwartz, E.S.: Electricity prices and power derivatives: evidence from the Nordic power exchange. Rev. Deriv. Res. 5(1), 5–50 (2002)CrossRef Lucia, J.J., Schwartz, E.S.: Electricity prices and power derivatives: evidence from the Nordic power exchange. Rev. Deriv. Res. 5(1), 5–50 (2002)CrossRef
28.
Zurück zum Zitat Manoliu, M., Tompaidis, S.: Energy futures prices: term structure models with Kalman filter estimation. Appl. Math. Financ. 9(1), 21–43 (2002)CrossRef Manoliu, M., Tompaidis, S.: Energy futures prices: term structure models with Kalman filter estimation. Appl. Math. Financ. 9(1), 21–43 (2002)CrossRef
29.
30.
Zurück zum Zitat Schwartz, E.S.: The stochastic behavior of commodity prices: implications for valuation and hedging. J. Financ. 52(3), 923–973 (1997)CrossRef Schwartz, E.S.: The stochastic behavior of commodity prices: implications for valuation and hedging. J. Financ. 52(3), 923–973 (1997)CrossRef
Metadaten
Titel
Estimation of the Number of Factors in a Multi-Factorial Heath-Jarrow-Morton Model in Power Markets
verfasst von
Olivier Féron
Pierre Gruet
Copyright-Jahr
2024
DOI
https://doi.org/10.1007/978-3-031-50597-3_1