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A mean-variance portfolio optimization approach for high-renewable energy hub

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  • Xu, Da
  • Bai, Ziyi
  • Jin, Xiaolong
  • Yang, Xiaodong
  • Chen, Shuangyin
  • Zhou, Ming

Abstract

This paper proposes a high-renewable portfolio model of energy hub. In this model, geothermal-solar-wind multi-energy complementarities are fully explored based on electrolytic thermo-electrochemical effects of geothermal-to-hydrogen (GTH), which are converted, conditioned, and coupled through energy hub. The proposed high-renewable energy hub portfolio is an intractable optimization problem due to their inherent strong energy couplings and conflicted energy cost/risk. The original problem is thus characterized through the mean-variance approach to explicitly express the risk associated with the forecast uncertainties. The formulated mean-variance portfolio problem is subsequently modeled as a two-stage mixed-integer nonlinear programming (MINLP) stochastic programming to optimally determine appropriate energy generation, conversion, and storage candidates. Numerical studies on a community microgrid are implemented to verify the effectiveness and superiority of the proposed methodology over conventional wind-solar-battery scheme. Simulations results show that the portfolio cost can be reduced by at most 14.9% with a significantly higher operational flexibility.

Suggested Citation

  • Xu, Da & Bai, Ziyi & Jin, Xiaolong & Yang, Xiaodong & Chen, Shuangyin & Zhou, Ming, 2022. "A mean-variance portfolio optimization approach for high-renewable energy hub," Applied Energy, Elsevier, vol. 325(C).
    • Handle: RePEc:eee:appene:v:325:y:2022:i:c:s0306261922011527
    DOI: 10.1016/j.apenergy.2022.119888
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    as
    1. Yang, H. & Cui, P. & Fang, Z., 2010. "Vertical-borehole ground-coupled heat pumps: A review of models and systems," Applied Energy, Elsevier, vol. 87(1), pages 16-27, January.
    2. DeVynne Farquharson & Paulina Jaramillo & Constantine Samaras, 2018. "Sustainability implications of electricity outages in sub-Saharan Africa," Nature Sustainability, Nature, vol. 1(10), pages 589-597, October.
    3. Liu, Jia & Cao, Sunliang & Chen, Xi & Yang, Hongxing & Peng, Jinqing, 2021. "Energy planning of renewable applications in high-rise residential buildings integrating battery and hydrogen vehicle storage," Applied Energy, Elsevier, vol. 281(C).
    4. Santos-Alamillos, F.J. & Thomaidis, N.S. & Usaola-García, J. & Ruiz-Arias, J.A. & Pozo-Vázquez, D., 2017. "Exploring the mean-variance portfolio optimization approach for planning wind repowering actions in Spain," Renewable Energy, Elsevier, vol. 106(C), pages 335-342.
    5. Ikäheimo, Jussi & Weiss, Robert & Kiviluoma, Juha & Pursiheimo, Esa & Lindroos, Tomi J., 2022. "Impact of power-to-gas on the cost and design of the future low-carbon urban energy system," Applied Energy, Elsevier, vol. 305(C).
    6. Goumas, M. G. & Lygerou, V. A. & Papayannakis, L. E., 1999. "Computational methods for planning and evaluating geothermal energy projects," Energy Policy, Elsevier, vol. 27(3), pages 147-154, March.
    7. Mehrjerdi, Hasan, 2020. "Peer-to-peer home energy management incorporating hydrogen storage system and solar generating units," Renewable Energy, Elsevier, vol. 156(C), pages 183-192.
    8. Pan, Guangsheng & Gu, Wei & Qiu, Haifeng & Lu, Yuping & Zhou, Suyang & Wu, Zhi, 2020. "Bi-level mixed-integer planning for electricity-hydrogen integrated energy system considering levelized cost of hydrogen," Applied Energy, Elsevier, vol. 270(C).
    9. Zhang, Yan-Jun & Li, Zheng-Wei & Guo, Liang-Liang & Gao, Ping & Jin, Xian-Peng & Xu, Tian-Fu, 2014. "Electricity generation from enhanced geothermal systems by oilfield produced water circulating through reservoir stimulated by staged fracturing technology for horizontal wells: A case study in Xujiaw," Energy, Elsevier, vol. 78(C), pages 788-805.
    10. Kanoğlu, Mehmet & Çengel, Yunus A, 1999. "Economic evaluation of geothermal power generation, heating, and cooling," Energy, Elsevier, vol. 24(6), pages 501-509.
    11. Spittler, Nathalie & Davidsdottir, Brynhildur & Shafiei, Ehsan & Diemer, Arnaud, 2021. "Implications of renewable resource dynamics for energy system planning: The case of geothermal and hydropower in Kenya," Energy Policy, Elsevier, vol. 150(C).
    12. Spittler, Nathalie & Davidsdottir, Brynhildur & Shafiei, Ehsan & Leaver, Jonathan & Asgeirsson, Eyjolfur Ingi & Stefansson, Hlynur, 2020. "The role of geothermal resources in sustainable power system planning in Iceland," Renewable Energy, Elsevier, vol. 153(C), pages 1081-1090.
    13. Unternährer, Jérémy & Moret, Stefano & Joost, Stéphane & Maréchal, François, 2017. "Spatial clustering for district heating integration in urban energy systems: Application to geothermal energy," Applied Energy, Elsevier, vol. 190(C), pages 749-763.
    14. Chen, Siyuan & Zhang, Qi & Li, Hailong & Mclellan, Benjamin & Zhang, Tiantian & Tan, Zhizhou, 2019. "Investment decision on shallow geothermal heating & cooling based on compound options model: A case study of China," Applied Energy, Elsevier, vol. 254(C).
    15. Karayel, G. Kubilay & Javani, Nader & Dincer, Ibrahim, 2022. "Effective use of geothermal energy for hydrogen production: A comprehensive application," Energy, Elsevier, vol. 249(C).
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