Derivatives Pricing in Energy Markets: An Infinite-Dimensional Approach

Based on forward curves modelled as Hilbert-space valued processes, we analyze the pricing of various options relevant in energy markets. In particular, we connect empirical evidence about energy forward prices known from the literature to propose stochastic models. Forward prices can be represented as linear functions on a Hilbert space, and options can thus be viewed as derivatives on the whole curve. The value of these options are computed under various specifications, in addition to their deltas. In a second part, cross-commodity models are investigated, leading to a study of square integrable random variables with values in a two-dimensional Hilbert space. We analyze the covariance operator and representations of such variables, as well as presenting applications to the pricing of spread and energy quanto options.

[1]  A. Eydeland Energy and Power Risk Management , 2002 .

[2]  Almut E. D. Veraart,et al.  Ambit Processes and Stochastic Partial Differential Equations , 2010 .

[3]  Noel A Cressie,et al.  Statistics for Spatio-Temporal Data , 2011 .

[4]  Eduardo S. Schwartz The stochastic behavior of commodity prices: Implications for valuation and hedging , 1997 .

[5]  Dennis Frestad,et al.  Common and unique factors influencing daily swap returns in the Nordic electricity market, 1997–2005☆ , 2008 .

[6]  Markus Burger,et al.  Managing Energy Risk: A Practical Guide for Risk Management in Power, Gas and Other Energy Markets , 2014 .

[7]  F. Benth,et al.  Pricing and Hedging Quanto Options in Energy Markets , 2014 .

[8]  William Margrabe The Value of an Option to Exchange One Asset for Another , 1978 .

[9]  Stefan Tappe Some Refinements of Existence Results for SPDEs Driven by Wiener Processes and Poisson Random Measures , 2012, 1907.02362.

[10]  Ole E. Barndorff-Nielsen,et al.  Processes of normal inverse Gaussian type , 1997, Finance Stochastics.

[11]  Almut E. D. Veraart,et al.  Modelling Electricity Forward Markets by Ambit Fields , 2011 .

[12]  Stochastic Partial Differential Equations with Lévy Noise: Operators on Hilbert spaces , 2007 .

[13]  P. Carr,et al.  Option valuation using the fast Fourier transform , 1999 .

[14]  Sergio Albeverio,et al.  Existence of mild solutions for stochastic differential equations and semilinear equations with non-Gaussian Lévy noise , 2009 .

[15]  H. Geman Commodities and Commodity Derivatives: Modelling and Pricing for Agriculturals, Metals and Energy , 2005 .

[16]  René Carmona,et al.  Interest rate models : an infinite dimensional stochastic analysis perspective , 2006 .

[17]  F. Benth,et al.  Integrability of multivariate subordinated Lévy processes in Hilbert space , 2015 .

[18]  Arthur Albert,et al.  Regression and the Moore-Penrose Pseudoinverse , 2012 .

[19]  Ken-iti Sato Lévy Processes and Infinitely Divisible Distributions , 1999 .

[20]  René Carmona,et al.  Pricing and Hedging Spread Options , 2003, SIAM Rev..

[21]  F. Black The pricing of commodity contracts , 1976 .

[22]  Massimiliano Caporin,et al.  Model Based Monte Carlo Pricing of Energy and Temperature Quanto Options , 2010 .

[23]  Jerzy Zabczyk,et al.  Stochastic Partial Differential Equations with Lévy Noise: References , 2007 .

[24]  Almut E. D. Veraart,et al.  Cross-Commodity Modelling by Multivariate Ambit Fields , 2014 .

[25]  F. Benth,et al.  Representation of Infinite-Dimensional Forward Price Models in Commodity Markets , 2014, 1403.4111.

[26]  Steen Koekebakker,et al.  Forward curve dynamics in the Nordic electricity market , 2005 .

[27]  Paul Glasserman,et al.  Monte Carlo Methods in Financial Engineering , 2003 .

[28]  P. Heiskanen,et al.  12 Modeling Electricity Forward Curve Dynamics in the Nordic Market , 2004 .

[29]  Fred E. Benth,et al.  Derivatives Pricing in Energy Markets: An Infinite-Dimensional Approach , 2014, SIAM J. Financial Math..

[30]  C. Freytag Consistency Problems For Heath Jarrow Morton Interest Rate Models , 2016 .

[31]  Damir Filipović,et al.  Consistency Problems for Heath-Jarrow-Morton Interest Rate Models (Lecture Notes in Mathematics 1760) , 2001 .

[32]  Fred Espen Benth,et al.  Modeling Term Structure Dynamics in the Nordic Electricity Swap Market , 2010 .

[33]  F. Benth,et al.  The forward dynamics in energy markets – infinite-dimensional modelling and simulation , 2014 .

[34]  F. Benth,et al.  Stochastic Modeling of Electricity and Related Markets , 2008 .

[35]  Fred Espen Benth,et al.  Optimal portfolios in commodity futures markets , 2012, Finance Stochastics.

[36]  Fred Espen Benth,et al.  Extracting and Applying Smooth Forward Curves From Average-Based Commodity Contracts with Seasonal Variation , 2007 .

[37]  PRICING AND HEDGING SPREAD OPTIONS IN A LOG-NORMAL MODEL , 2003 .