IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v352y2023ics0306261923013570.html
   My bibliography  Save this article

Optimal operation of wind-solar-thermal collaborative power system considering carbon trading and energy storage

Author

Listed:
  • He, Zhenglei
  • Liu, Chang
  • Wang, Yutao
  • Wang, Xu
  • Man, Yi

Abstract

As a result of the inherent limitations of wind and solar energy with regards to their unpredictable fluctuations, the implementation of wind-solar-thermal power dispatching has emerged as a critical element in the advancement of sustainable energy sources. In order to reduce expenses associated with power generation and carbon trading within the power production system, this study has formulated a collaborative dispatching model utilizing the CVXPY solver, taking into account wind, solar, thermal, and storage components as an integrated whole. In the construction of collaborative dispatching model, a characteristic day acquisition model was employed to represent the yearly electricity load using a set of representative days as a basis. The mathematical expectation of wind and solar power generation was obtained through the utilization of kernel density estimation. The dispatching performances of the annual characteristic days were comparatively analyzed with four distinct scenarios in the verification process. The results showed that incorporating power storage and carbon trading simultaneously can effectively promote the collaborative dispatch on hybrid power with assistance of thermal, improve utilization rate of wind and solar power, while also reducing the costs associated with power generation.

Suggested Citation

  • He, Zhenglei & Liu, Chang & Wang, Yutao & Wang, Xu & Man, Yi, 2023. "Optimal operation of wind-solar-thermal collaborative power system considering carbon trading and energy storage," Applied Energy, Elsevier, vol. 352(C).
    • Handle: RePEc:eee:appene:v:352:y:2023:i:c:s0306261923013570
    DOI: 10.1016/j.apenergy.2023.121993
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261923013570
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2023.121993?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Matteo Giacomo Prina & Giampaolo Manzolini & David Moser & Roberto Vaccaro & Wolfram Sparber, 2020. "Multi-Objective Optimization Model EPLANopt for Energy Transition Analysis and Comparison with Climate-Change Scenarios," Energies, MDPI, vol. 13(12), pages 1-22, June.
    2. Ahmed, R. & Sreeram, V. & Mishra, Y. & Arif, M.D., 2020. "A review and evaluation of the state-of-the-art in PV solar power forecasting: Techniques and optimization," Renewable and Sustainable Energy Reviews, Elsevier, vol. 124(C).
    3. Maryam Arbabzadeh & Ramteen Sioshansi & Jeremiah X. Johnson & Gregory A. Keoleian, 2019. "Author Correction: The role of energy storage in deep decarbonization of electricity production," Nature Communications, Nature, vol. 10(1), pages 1-1, December.
    4. Dazhi Linghu & Xinli Wu & Kee-Hung Lai & Fei Ye & Ajay Kumar & Kim Hua Tan, 2022. "Implementation strategy and emission reduction effectiveness of carbon cap-and-trade in heterogeneous enterprises," Post-Print hal-04325560, HAL.
    5. Gu, Yujiong & Xu, Jing & Chen, Dongchao & Wang, Zhong & Li, Qianqian, 2016. "Overall review of peak shaving for coal-fired power units in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 54(C), pages 723-731.
    6. Wu, Di & Han, Zhonghe & Liu, Zhijian & Li, Peng & Ma, Fanfan & Zhang, Han & Yin, Yunxing & Yang, Xinyan, 2021. "Comparative study of optimization method and optimal operation strategy for multi-scenario integrated energy system," Energy, Elsevier, vol. 217(C).
    7. Yan, Jie & Möhrlen, Corinna & Göçmen, Tuhfe & Kelly, Mark & Wessel, Arne & Giebel, Gregor, 2022. "Uncovering wind power forecasting uncertainty sources and their propagation through the whole modelling chain," Renewable and Sustainable Energy Reviews, Elsevier, vol. 165(C).
    8. Sgouris Sgouridis & Michael Carbajales-Dale & Denes Csala & Matteo Chiesa & Ugo Bardi, 2019. "Comparative net energy analysis of renewable electricity and carbon capture and storage," Nature Energy, Nature, vol. 4(6), pages 456-465, June.
    9. Maryam Arbabzadeh & Ramteen Sioshansi & Jeremiah X. Johnson & Gregory A. Keoleian, 2019. "The role of energy storage in deep decarbonization of electricity production," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    10. Smriti Mallapaty, 2020. "How China could be carbon neutral by mid-century," Nature, Nature, vol. 586(7830), pages 482-483, October.
    11. Gangopadhyay, A. & Seshadri, A.K. & Sparks, N.J. & Toumi, R., 2022. "The role of wind-solar hybrid plants in mitigating renewable energy-droughts," Renewable Energy, Elsevier, vol. 194(C), pages 926-937.
    12. Cheng, Yaohua & Zhang, Ning & Kirschen, Daniel S. & Huang, Wujing & Kang, Chongqing, 2020. "Planning multiple energy systems for low-carbon districts with high penetration of renewable energy: An empirical study in China," Applied Energy, Elsevier, vol. 261(C).
    13. Huang, Kangdi & Liu, Pan & Ming, Bo & Kim, Jong-Suk & Gong, Yu, 2021. "Economic operation of a wind-solar-hydro complementary system considering risks of output shortage, power curtailment and spilled water," Applied Energy, Elsevier, vol. 290(C).
    14. Maha Harbaoui Zrelli, 2017. "Renewable energy, non-renewable energy, carbon dioxide emissions and economic growth in selected Mediterranean countries," Environmental Economics and Policy Studies, Springer;Society for Environmental Economics and Policy Studies - SEEPS, vol. 19(4), pages 691-709, October.
    15. Qi, Tianyu & Zhang, Xiliang & Karplus, Valerie J., 2014. "The energy and CO2 emissions impact of renewable energy development in China," Energy Policy, Elsevier, vol. 68(C), pages 60-69.
    16. Trinks, Arjan & Mulder, Machiel & Scholtens, Bert, 2022. "External carbon costs and internal carbon pricing," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
    17. Linghu, Dazhi & Wu, Xilin & Lai, Kee-Hung & Ye, Fei & Kumar, Ajay & Tan, Kim Hua, 2022. "Implementation strategy and emission reduction effectiveness of carbon cap-and-trade in heterogeneous enterprises," International Journal of Production Economics, Elsevier, vol. 248(C).
    18. Kang, Jia-Ning & Wei, Yi-Ming & Liu, Lan-Cui & Han, Rong & Yu, Bi-Ying & Wang, Jin-Wei, 2020. "Energy systems for climate change mitigation: A systematic review," Applied Energy, Elsevier, vol. 263(C).
    19. Reddy, S. Surender, 2017. "Optimal scheduling of thermal-wind-solar power system with storage," Renewable Energy, Elsevier, vol. 101(C), pages 1357-1368.
    20. Hou, Wenjuan & Zhang, Xueliang & Wu, Maowei & Yuxin Feng, & Yang, Linsheng, 2022. "Integrating stability and complementarity to assess the accommodable generation potential of multiscale solar and wind resources: A case study in a resource-based area in China," Energy, Elsevier, vol. 261(PB).
    21. Teichgraeber, Holger & Brandt, Adam R., 2019. "Clustering methods to find representative periods for the optimization of energy systems: An initial framework and comparison," Applied Energy, Elsevier, vol. 239(C), pages 1283-1293.
    22. Zhenyu Zhuo & Ershun Du & Ning Zhang & Chris P. Nielsen & Xi Lu & Jinyu Xiao & Jiawei Wu & Chongqing Kang, 2022. "Cost increase in the electricity supply to achieve carbon neutrality in China," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Zhang, Xinyue & Guo, Xiaopeng & Zhang, Xingping, 2024. "Mutual conversion mechanisms for environmental interest products to jointly enhance synergistic effect between power, CET and TGC markets in China," Energy Economics, Elsevier, vol. 131(C).
    2. Li, Ruiqi & Ren, Hongbo & Wu, Qiong & Li, Qifen & Gao, Weijun, 2024. "Cooperative economic dispatch of EV-HV coupled electric-hydrogen integrated energy system considering V2G response and carbon trading," Renewable Energy, Elsevier, vol. 227(C).
    3. Guo, Xiaopeng & Zhang, Xinyue & Zhang, Xingping, 2024. "Incentive-oriented power‑carbon emissions trading-tradable green certificate integrated market mechanisms using multi-agent deep reinforcement learning," Applied Energy, Elsevier, vol. 357(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Chen, Qi & Kuang, Zhonghong & Liu, Xiaohua & Zhang, Tao, 2022. "Energy storage to solve the diurnal, weekly, and seasonal mismatch and achieve zero-carbon electricity consumption in buildings," Applied Energy, Elsevier, vol. 312(C).
    2. Li, Xiao & Liu, Pan & Cheng, Lei & Cheng, Qian & Zhang, Wei & Xu, Shitian & Zheng, Yalian, 2023. "Strategic bidding for a hydro-wind-photovoltaic hybrid system considering the profit beyond forecast time," Renewable Energy, Elsevier, vol. 204(C), pages 277-289.
    3. Ma, Huan & Sun, Qinghan & Chen, Lei & Chen, Qun & Zhao, Tian & He, Kelun & Xu, Fei & Min, Yong & Wang, Shunjiang & Zhou, Guiping, 2023. "Cogeneration transition for energy system decarbonization: From basic to flexible and complementary multi-energy sources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
    4. Jing-Li Fan & Zezheng Li & Xi Huang & Kai Li & Xian Zhang & Xi Lu & Jianzhong Wu & Klaus Hubacek & Bo Shen, 2023. "A net-zero emissions strategy for China’s power sector using carbon-capture utilization and storage," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    5. Juran Noh & Hieu A. Doan & Heather Job & Lily A. Robertson & Lu Zhang & Rajeev S. Assary & Karl Mueller & Vijayakumar Murugesan & Yangang Liang, 2024. "An integrated high-throughput robotic platform and active learning approach for accelerated discovery of optimal electrolyte formulations," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    6. Schauf, Magnus & Schwenen, Sebastian, 2023. "System price dynamics for battery storage," Energy Policy, Elsevier, vol. 183(C).
    7. Frischmuth, Felix & Härtel, Philipp, 2022. "Hydrogen sourcing strategies and cross-sectoral flexibility trade-offs in net-neutral energy scenarios for Europe," Energy, Elsevier, vol. 238(PB).
    8. Nakamoto, Yuya & Eguchi, Shogo, 2024. "How do seasonal and technical factors affect generation efficiency of photovoltaic power plants?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
    9. Dan Tong & David J. Farnham & Lei Duan & Qiang Zhang & Nathan S. Lewis & Ken Caldeira & Steven J. Davis, 2021. "Geophysical constraints on the reliability of solar and wind power worldwide," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    10. Wu, Xiaoping & Liu, Peng & Yang, Lin & Shi, Zhuangfei & Lao, Yongshuai, 2024. "Impact of three carbon emission reduction policies on carbon verification behavior: An analysis based on evolutionary game theory," Energy, Elsevier, vol. 295(C).
    11. Zhang, Youjun & Hao, Junhong & Ge, Zhihua & Zhang, Fuxiang & Du, Xiaoze, 2021. "Optimal clean heating mode of the integrated electricity and heat energy system considering the comprehensive energy-carbon price," Energy, Elsevier, vol. 231(C).
    12. Guangsheng Pan & Qinran Hu & Wei Gu & Shixing Ding & Haifeng Qiu & Yuping Lu, 2021. "Assessment of plum rain’s impact on power system emissions in Yangtze-Huaihe River basin of China," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    13. Laxmi Gupta & Ravi Shankar, 2022. "Adoption of Battery Management System in Utility Grid: An Empirical Study Using Structural Equation Modeling," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 23(4), pages 573-596, December.
    14. Liebensteiner, Mario & Haxhimusa, Adhurim & Naumann, Fabian, 2023. "Subsidized renewables’ adverse effect on energy storage and carbon pricing as a potential remedy," Renewable and Sustainable Energy Reviews, Elsevier, vol. 171(C).
    15. Sánchez-Pérez, P.A. & Staadecker, Martin & Szinai, Julia & Kurtz, Sarah & Hidalgo-Gonzalez, Patricia, 2022. "Effect of modeled time horizon on quantifying the need for long-duration storage," Applied Energy, Elsevier, vol. 317(C).
    16. Kang, Jia-Ning & Wei, Yi-Ming & Liu, Lan-Cui & Han, Rong & Yu, Bi-Ying & Wang, Jin-Wei, 2020. "Energy systems for climate change mitigation: A systematic review," Applied Energy, Elsevier, vol. 263(C).
    17. Jin, Xiaoyu & Liu, Benxi & Liao, Shengli & Cheng, Chuntian & Yan, Zhiyu, 2022. "A Wasserstein metric-based distributionally robust optimization approach for reliable-economic equilibrium operation of hydro-wind-solar energy systems," Renewable Energy, Elsevier, vol. 196(C), pages 204-219.
    18. Jiang, Haiyang & Du, Ershun & He, Boyu & Zhang, Ning & Wang, Peng & Li, Fuqiang & Ji, Jie, 2023. "Analysis and modeling of seasonal characteristics of renewable energy generation," Renewable Energy, Elsevier, vol. 219(P1).
    19. Ricks, Wilson & Norbeck, Jack & Jenkins, Jesse, 2022. "The value of in-reservoir energy storage for flexible dispatch of geothermal power," Applied Energy, Elsevier, vol. 313(C).
    20. Xia, Tian & Li, Yaowang & Zhang, Ning & Kang, Chongqing, 2022. "Role of compressed air energy storage in urban integrated energy systems with increasing wind penetration," Renewable and Sustainable Energy Reviews, Elsevier, vol. 160(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:352:y:2023:i:c:s0306261923013570. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.