A Multi-Subject Game-Based Operation Strategy for VPPs Integrating Wind-Solar-Storage
Along with the continuous development of renewable energy sources (RES) such as wind power and photovoltaic, a large proportion of RES were connected to the power grid. However, the volatility and intermittency of RES threaten the safe and stable operation of the power system. Virtual power plants (...
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Published in | Sustainability Vol. 15; no. 7; p. 6278 |
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Main Authors | , , , , , , , |
Format | Journal Article |
Language | English |
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01.04.2023
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ISSN | 2071-1050 2071-1050 |
DOI | 10.3390/su15076278 |
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Abstract | Along with the continuous development of renewable energy sources (RES) such as wind power and photovoltaic, a large proportion of RES were connected to the power grid. However, the volatility and intermittency of RES threaten the safe and stable operation of the power system. Virtual power plants (VPPs) were introduced to solve such problems. In order to study the cooperation mode of integrating wind-solar-storage for multi VPPs, this paper established multi-objective individual and joint dispatching model for single VPP and multi VPPs with wind-solar-storage, respectively. Then, this paper analyzed the cooperation and the fair distribution of benefits between VPPs. By establishing the competitive strategies of the participating subjects and integrating the Shapley value to effectively distribute the benefits, the cooperative game theory was applied to effectively enhance the benefit in the VPP, to maximize the economic benefits, and to reduce the RES uncertainty risks and carbon emissions, which provided new ideas for the subsequent research on the optimal operation of RES and their engineering applications. NSGA-II was adopted to solve the multi-objective optimization problem. The strategy achieved a 10.1% reduction on the original peak load. It could effectively reduce the peak load of the VPP and ensure the accuracy of load regulation, to reach 12% of the total capacity of the VPP. |
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AbstractList | Along with the continuous development of renewable energy sources (RES) such as wind power and photovoltaic, a large proportion of RES were connected to the power grid. However, the volatility and intermittency of RES threaten the safe and stable operation of the power system. Virtual power plants (VPPs) were introduced to solve such problems. In order to study the cooperation mode of integrating wind-solar-storage for multi VPPs, this paper established multi-objective individual and joint dispatching model for single VPP and multi VPPs with wind-solar-storage, respectively. Then, this paper analyzed the cooperation and the fair distribution of benefits between VPPs. By establishing the competitive strategies of the participating subjects and integrating the Shapley value to effectively distribute the benefits, the cooperative game theory was applied to effectively enhance the benefit in the VPP, to maximize the economic benefits, and to reduce the RES uncertainty risks and carbon emissions, which provided new ideas for the subsequent research on the optimal operation of RES and their engineering applications. NSGA-II was adopted to solve the multi-objective optimization problem. The strategy achieved a 10.1% reduction on the original peak load. It could effectively reduce the peak load of the VPP and ensure the accuracy of load regulation, to reach 12% of the total capacity of the VPP. |
Audience | Academic |
Author | Zhao, Qingqi Xing, Zuoxia Zhang, Zhi Liu, Hengyu Liu, Yang Zhang, Pengfei Hu, Dawei Sun, Jiazheng |
Author_xml | – sequence: 1 givenname: Hengyu orcidid: 0000-0003-0598-7089 surname: Liu fullname: Liu, Hengyu – sequence: 2 givenname: Qingqi surname: Zhao fullname: Zhao, Qingqi – sequence: 3 givenname: Yang surname: Liu fullname: Liu, Yang – sequence: 4 givenname: Zuoxia surname: Xing fullname: Xing, Zuoxia – sequence: 5 givenname: Dawei surname: Hu fullname: Hu, Dawei – sequence: 6 givenname: Pengfei surname: Zhang fullname: Zhang, Pengfei – sequence: 7 givenname: Zhi orcidid: 0000-0003-3830-8652 surname: Zhang fullname: Zhang, Zhi – sequence: 8 givenname: Jiazheng surname: Sun fullname: Sun, Jiazheng |
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SubjectTerms | Alternative energy sources Carbon Demand side management Efficiency Electric vehicles Electricity Electricity distribution Energy consumption Energy management Energy storage Game theory Industrial plant emissions Linear programming Methods Operating costs Optimization Power plants Renewable resources Scheduling Solar energy Sustainability Wind power |
Title | A Multi-Subject Game-Based Operation Strategy for VPPs Integrating Wind-Solar-Storage |
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