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Multi-objective electricity generation expansion planning towards renewable energy policy objectives under uncertainties

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Listed:
  • Peng, Qiao
  • Liu, Weilong
  • Shi, Yufeng
  • Dai, Yuanyuan
  • Yu, Kunjie
  • Graham, Byron

Abstract

Conventional petrol vehicles emit a substantial quantity of greenhouse gases, leading to increasingly serious global warming problems. The expansion and development of renewable power generation technologies is conducive in promoting the use of electric vehicles, which are more environmentally friendly. This paper proposes a multi-objective power expansion model considering renewable energy policy objectives. The model regards the problem as a multi-period optimisation task, taking the newly installed capacity and the power generation capacity of each power generation technology as decision variables, and simulating the uncertain factors in the planning process using Geometric Brownian Motion and Monte Carlo approaches. The optimisation objective of the model is to minimise expected costs, reduce risk and environmental impacts, and incorporate changing policy objectives into the constraints to meet policy makers’ expectations for renewable energy development. Then, a decentralised target search-based multi-objective evolutionary algorithm is proposed to solve the model. Its effectiveness is verified by a numerical example using real data from the Chinese power system. The experimental results show that the proposed algorithm exhibits improved performance compared with benchmark algorithms and provides high quality and diverse Pareto-optimal solutions to decision makers. Finally, the optimal plans for power expansion and generation mix under different preferences and policy objectives are discussed and corresponding recommendations are made.

Suggested Citation

  • Peng, Qiao & Liu, Weilong & Shi, Yufeng & Dai, Yuanyuan & Yu, Kunjie & Graham, Byron, 2024. "Multi-objective electricity generation expansion planning towards renewable energy policy objectives under uncertainties," Renewable and Sustainable Energy Reviews, Elsevier, vol. 197(C).
    • Handle: RePEc:eee:rensus:v:197:y:2024:i:c:s1364032124001291
    DOI: 10.1016/j.rser.2024.114406
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    References listed on IDEAS

    as
    1. Das, Trishna & Krishnan, Venkat & McCalley, James D., 2015. "Assessing the benefits and economics of bulk energy storage technologies in the power grid," Applied Energy, Elsevier, vol. 139(C), pages 104-118.
    2. Alishahi, Ehsan & Moghaddam, Mohsen P. & Sheikh-El-Eslami, Mohammad K., 2011. "An investigation on the impacts of regulatory interventions on wind power expansion in generation planning," Energy Policy, Elsevier, vol. 39(8), pages 4614-4623, August.
    3. Zhang, Mingming & Tang, Yamei & Liu, Liyun & Zhou, Dequn, 2022. "Optimal investment portfolio strategies for power enterprises under multi-policy scenarios of renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 154(C).
    4. Seddighi, Amir Hossein & Ahmadi-Javid, Amir, 2015. "Integrated multiperiod power generation and transmission expansion planning with sustainability aspects in a stochastic environment," Energy, Elsevier, vol. 86(C), pages 9-18.
    5. P. Massé & R. Gibrat, 1957. "Application of Linear Programming to Investments in the Electric Power Industry," Management Science, INFORMS, vol. 3(2), pages 149-166, January.
    6. Alarcon-Rodriguez, Arturo & Ault, Graham & Galloway, Stuart, 2010. "Multi-objective planning of distributed energy resources: A review of the state-of-the-art," Renewable and Sustainable Energy Reviews, Elsevier, vol. 14(5), pages 1353-1366, June.
    7. Chen, Siyuan & Liu, Pei & Li, Zheng, 2019. "Multi-regional power generation expansion planning with air pollutants emission constraints," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 382-394.
    8. Pombo, Daniel Vázquez & Martinez-Rico, Jon & Spataru, Sergiu V. & Bindner, Henrik W. & Sørensen, Poul E., 2023. "Decarbonizing energy islands with flexibility-enabling planning: The case of Santiago, Cape Verde," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
    9. Santisirisomboon, Jerasorn & Limmeechokchai, Bundit & Chungpaibulpatana, Supachart, 2001. "Impacts of biomass power generation and CO2 taxation on electricity generation expansion planning and environmental emissions," Energy Policy, Elsevier, vol. 29(12), pages 975-985, October.
    10. Peng, Qiao & Liu, Weilong & Zhang, Yong & Zeng, Shihong & Graham, Byron, 2023. "Generation planning for power companies with hybrid production technologies under multiple renewable energy policies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 176(C).
    11. Yan, Yue & Sun, Mei & Guo, Zhilong, 2022. "How do carbon cap-and-trade mechanisms and renewable portfolio standards affect renewable energy investment?," Energy Policy, Elsevier, vol. 165(C).
    12. Setya Budi, Rizki Firmansyah & Sarjiya, & Hadi, Sasongko Pramono, 2022. "Indonesia's deregulated generation expansion planning model based on mixed strategy game theory model for determining the optimal power purchase agreement," Energy, Elsevier, vol. 260(C).
    13. Rajesh, K. & Karthikeyan, K. & Kannan, S. & Thangaraj, C., 2016. "Generation expansion planning based on solar plants with storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 57(C), pages 953-964.
    14. Agoston E. Eiben & Jim Smith, 2015. "From evolutionary computation to the evolution of things," Nature, Nature, vol. 521(7553), pages 476-482, May.
    15. Chen, Siyuan & Li, Zheng & Li, Weiqi, 2021. "Integrating high share of renewable energy into power system using customer-sited energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 143(C).
    16. Chen, Siyuan & Liu, Pei & Li, Zheng, 2020. "Low carbon transition pathway of power sector with high penetration of renewable energy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 130(C).
    17. Dagoumas, Athanasios S. & Koltsaklis, Nikolaos E., 2019. "Review of models for integrating renewable energy in the generation expansion planning," Applied Energy, Elsevier, vol. 242(C), pages 1573-1587.
    18. Zhang, Xiaoyue & Huang, Guohe & Xie, Yulei & Liu, Lirong & Song, Tangnyu, 2022. "A coupled non-deterministic optimization and mixed-level factorial analysis model for power generation expansion planning – A case study of Jing-Jin-Ji metropolitan region, China," Applied Energy, Elsevier, vol. 311(C).
    19. Luz, Thiago & Moura, Pedro & de Almeida, Aníbal, 2018. "Multi-objective power generation expansion planning with high penetration of renewables," Renewable and Sustainable Energy Reviews, Elsevier, vol. 81(P2), pages 2637-2643.
    20. Guerra, Omar J. & Tejada, Diego A. & Reklaitis, Gintaras V., 2016. "An optimization framework for the integrated planning of generation and transmission expansion in interconnected power systems," Applied Energy, Elsevier, vol. 170(C), pages 1-21.
    21. Kuang, Wei, 2021. "Which clean energy sectors are attractive? A portfolio diversification perspective," Energy Economics, Elsevier, vol. 104(C).
    22. Carlo Lucheroni & Carlo Mari, 2021. "Internal hedging of intermittent renewable power generation and optimal portfolio selection," Annals of Operations Research, Springer, vol. 299(1), pages 873-893, April.
    23. Abadie, Luis M. & Chamorro, José M., 2008. "European CO2 prices and carbon capture investments," Energy Economics, Elsevier, vol. 30(6), pages 2992-3015, November.
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