A WIND-DEPENDENT SELF-EXCITING ELECTRICITY SPOT PRICE MODEL

We present a new electricity spot price model, wherein the prices explicitly depend on the realized wind power production. The proposed geometric approach captures numerous stylized facts of empirical spot price behavior like seasonal variations, time-dependent volatilities, mean-reversion to a stochastically-varying periodic function, price jumps with time-dependent amplitudes, as well as heavy-tailed return distributions. In our setup, the wind power production is modeled by an exogenous self-exciting stochastic process which is independent of the electricity spot price. Though being mathematically uncorrelated, the spot price and the wind power production index behave like negatively correlated entities. Under this self-exciting approach, we deduce a pricing formula for an electricity forward and infer its risk-neutral martingale dynamics.

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Publication Details

Journal
International Journal of Theoretical and Applied Finance
Published
2024-12-01
DOI
https://doi.org/10.1142/s0219024925500050
Primary Topic
Energy Load and Power Forecasting
Type
article
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article

A WIND-DEPENDENT SELF-EXCITING ELECTRICITY SPOT PRICE MODEL

Markus Hess
International Journal of Theoretical and Applied Finance
Energy Load and Power Forecasting
article

A WIND-DEPENDENT SELF-EXCITING ELECTRICITY SPOT PRICE MODEL

Markus Hess
article en

Abstract

We present a new electricity spot price model, wherein the prices explicitly depend on the realized wind power production. The proposed geometric approach captures numerous stylized facts of empirical spot price behavior like seasonal variations, time-dependent volatilities, mean-reversion to a stochastically-varying periodic function, price jumps with time-dependent amplitudes, as well as heavy-tailed return distributions. In our setup, the wind power production is modeled by an exogenous self-exciting stochastic process which is independent of the electricity spot price. Though being mathematically uncorrelated, the spot price and the wind power production index behave like negatively correlated entities. Under this self-exciting approach, we deduce a pricing formula for an electricity forward and infer its risk-neutral martingale dynamics.

International Journal of Theoretical and Applied FinanceVol. 27(07n08)
University of Kaiserslautern (DE), Daimler (Germany) (DE)
Affordable and clean energy
Openalex Percentile: Top 74%
Energy Load and Power Forecasting
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A WIND-DEPENDENT SELF-EXCITING ELECTRICITY SPOT PRICE MODEL — Markus Hess · International Journal of Theoretical and Applied Finance (2024) | TGRS Research Map | TGRS