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Multidimensional Risk-Based Real Options Valuation for Low-Carbon Cogeneration Pathways

Author

Listed:
  • Houd Al-Obaidli

    (Division of Sustainable Development, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha P.O. Box 5825, Qatar)

  • Rajesh Govindan

    (Division of Sustainable Development, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha P.O. Box 5825, Qatar)

  • Tareq Al-Ansari

    (Division of Sustainable Development, College of Science and Engineering, Hamad Bin Khalifa University, Qatar Foundation, Doha P.O. Box 5825, Qatar)

Abstract

Energy price fluctuations pose a significant risk and uncertainty to financial investments for new developments in conventional power and freshwater cogeneration facilities. This study attempts to address the problem of making robust valuation for low-carbon energy project investments subject to multi-dimensional price risk, particularly looking at some key research questions: (a) how does the correlation structure, or independence, between the price risks affect the project value; and (b) does adding flexibility in investment enhance or worsen the project valuation, given (a). This study identified three price factors with significant fluctuations that impact conventional power generation, namely: wholesale electricity spot price, natural gas spot price, and CO 2 market price. The price factors were used to construct a multidimensional risk model and evaluate investment decisions for cogeneration project expansion in the future based on a low-carbon energy mix. To this end, five cogeneration configurations using combined-cycle gas turbine (CCGT) integrated with solar photovoltaics (PV) and carbon capture and storage (CCS) technologies were assessed. A combined price risk was initially estimated by transforming the given price factors representing maximum covariance using principal component analysis (PCA). The trend and volatilities in the major principal component scores (the combined price risk indicator) were modelled using the geometric Brownian motion stochastic process, whose parameters were determined and then used to perform time-series simulation and generate multiple realisations of the principal component. A back transformation was then applied to obtain the simulated values representing future uncertainties in the price factors. The effect of price risk and uncertainties were subsequently evaluated using a recombining binomial lattice model for real options analysis (ROA). There were financial gains when PV was mixed with conventional natural gas-fired technology. Investment in cogeneration configurations with (a) 25% PV share provided a 53% gain in the extended net present value (e–NPV); and (b) 50% PV share provided a 124% e–NPV gain when compared to the baseline cogeneration system with no PV shares. The analyses demonstrate that PV technology is a better hedging option than CCS against future market uncertainty and price volatility.

Suggested Citation

  • Houd Al-Obaidli & Rajesh Govindan & Tareq Al-Ansari, 2023. "Multidimensional Risk-Based Real Options Valuation for Low-Carbon Cogeneration Pathways," Energies, MDPI, vol. 16(3), pages 1-22, January.
  • Handle: RePEc:gam:jeners:v:16:y:2023:i:3:p:1250-:d:1045304
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    References listed on IDEAS

    as
    1. Janusz Sowinski, 2022. "Application of Real Options Approach to Analyse Economic Efficiency of Power Plant with CCS Installation under Uncertainty," Energies, MDPI, vol. 15(3), pages 1-17, January.
    2. Antonio Di Bari, 2020. "A Real Options Approach to Valuate Solar Energy Investment with Public Authority Incentives: The Italian Case," Energies, MDPI, vol. 13(16), pages 1-15, August.
    3. Lai, Chun Sing & Locatelli, Giorgio, 2021. "Valuing the option to prototype: A case study with Generation Integrated Energy Storage," Energy, Elsevier, vol. 217(C).
    4. Zhang, M.M. & Wang, Qunwei & Zhou, Dequn & Ding, H., 2019. "Evaluating uncertain investment decisions in low-carbon transition toward renewable energy," Applied Energy, Elsevier, vol. 240(C), pages 1049-1060.
    5. Agaton, Casper Boongaling & Guno, Charmaine Samala & Villanueva, Resy Ordona & Villanueva, Riza Ordona, 2020. "Economic analysis of waste-to-energy investment in the Philippines: A real options approach," Applied Energy, Elsevier, vol. 275(C).
    6. Pless, Jacquelyn & Arent, Douglas J. & Logan, Jeffrey & Cochran, Jaquelin & Zinaman, Owen, 2016. "Quantifying the value of investing in distributed natural gas and renewable electricity systems as complements: Applications of discounted cash flow and real options analysis with stochastic inputs," Energy Policy, Elsevier, vol. 97(C), pages 378-390.
    7. Das Gupta, Supratim, 2021. "Using real options to value capacity additions and investment expenditures in renewable energies in India," Energy Policy, Elsevier, vol. 148(PA).
    8. Siddiqui, Afzal & Fleten, Stein-Erik, 2010. "How to proceed with competing alternative energy technologies: A real options analysis," Energy Economics, Elsevier, vol. 32(4), pages 817-830, July.
    9. Jäger-Waldau, Arnulf & Kougias, Ioannis & Taylor, Nigel & Thiel, Christian, 2020. "How photovoltaics can contribute to GHG emission reductions of 55% in the EU by 2030," Renewable and Sustainable Energy Reviews, Elsevier, vol. 126(C).
    10. Rios, Daniel & Blanco, Gerardo & Olsina, Fernando, 2019. "Integrating Real Options Analysis with long-term electricity market models," Energy Economics, Elsevier, vol. 80(C), pages 188-205.
    11. Pringles, Rolando & Olsina, Fernando & Penizzotto, Franco, 2020. "Valuation of defer and relocation options in photovoltaic generation investments by a stochastic simulation-based method," Renewable Energy, Elsevier, vol. 151(C), pages 846-864.
    12. Glensk, Barbara & Madlener, Reinhard, 2019. "The value of enhanced flexibility of gas-fired power plants: A real options analysis," Applied Energy, Elsevier, vol. 251(C), pages 1-1.
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