A Unified Real Options Framework for Natural Gas Storage: Integrating Market Regimes and Cross-Market Spillovers
Natural gas markets exhibit violent, non-linear volatility regimes. The 2022 energy crisis introduced persistent supply shocks and cross-Atlantic spillover effects. Traditional valuation models assume single-regime environments; consequently, they systematically misprice storage assets during extreme stress. We propose a valuation framework tailored to these specific market volatilities. By integrating a hidden Markov model (HMM) and Diebold–Yilmaz (DY) spillover indices into a stochastic dynamic programming (SDP) engine, the framework isolates the persistence of stressed market conditions. The model captures structural arbitrage opportunities. We demonstrate a 197 percent net present value (NPV) premium over conventional benchmarks using synthetic data. The optimal policy expands inventory holding periods during high spillover intensity. The algorithm executes decisions with sub-millisecond latency. This approach provides a computationally viable tool for high-frequency risk management.
Authors
- Fernando Gallardo Olmedo
- Hamidreza Abshenasan (ORCID: https://orcid.org/0009-0000-2428-8457)
- Prosper Lamothe Fernández (ORCID: https://orcid.org/0000-0001-8939-2618)
Institutions
- Universidad Autónoma de Madrid (ES)
Publication Details
- Journal
- Commodities
- Published
- 2026-05-29
- DOI
- https://doi.org/10.3390/commodities5020011
- Primary Topic
- Capital Investment and Risk Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00