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 inSustainability Vol. 15; no. 7; p. 6278
Main Authors Liu, Hengyu, Zhao, Qingqi, Liu, Yang, Xing, Zuoxia, Hu, Dawei, Zhang, Pengfei, Zhang, Zhi, Sun, Jiazheng
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.04.2023
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ISSN2071-1050
2071-1050
DOI10.3390/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.
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
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CitedBy_id crossref_primary_10_3389_fenrg_2023_1337205
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crossref_primary_10_3390_wevj15080359
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Cites_doi 10.1051/e3sconf/202235802047
10.1109/TIA.2022.3195965
10.1109/ICEE55646.2022.9827339
10.1109/GPECOM.2019.8778609
10.1109/iSPEC53008.2021.9735870
10.1016/j.egyr.2022.10.131
10.1109/SGC.2017.8308867
10.23919/IPEC-Himeji2022-ECCE53331.2022.9806861
10.3390/en12234447
10.1016/j.enconman.2021.114180
10.1016/j.energy.2022.123305
10.1016/j.apenergy.2016.02.011
10.1016/j.ijepes.2019.105605
10.1016/j.epsr.2019.105893
10.1016/j.apenergy.2021.118349
10.1049/iet-gtd.2019.1881
10.1109/iSPEC53008.2021.9735934
10.1109/TPWRS.2015.2493182
10.1109/ACCESS.2020.3026204
10.3390/su14063276
10.1109/iSPEC53008.2021.9735591
10.1016/j.desal.2021.115262
10.3390/en13081895
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References Elgamal (ref_9) 2019; 256
Zhongkai (ref_11) 2020; 14
Zamani (ref_14) 2016; 169
Yu (ref_21) 2019; 43
ref_36
ref_34
ref_33
Yin (ref_18) 2020; 117
Wang (ref_25) 2022; 46
Liu (ref_24) 2022; 8
Zhou (ref_19) 2017; 41
ref_17
ref_15
Liu (ref_30) 2018; 33
Liu (ref_20) 2018; 38
Wang (ref_32) 2019; 43
Yi (ref_6) 2020; 44
Wang (ref_10) 2021; 238
Zhou (ref_12) 2021; 517
Bai (ref_2) 2022; 42
Yu (ref_13) 2022; 10
ref_22
Goodarzi (ref_23) 2022; 309
Dabbagh (ref_16) 2016; 31
Tian (ref_1) 2020; 44
Muttaqi (ref_31) 2022; 58
Wang (ref_37) 2021; 245
ref_3
Tong (ref_27) 2021; 9
ref_29
ref_28
ref_8
Li (ref_26) 2022; 46
ref_4
Swantje (ref_5) 2020; 13
ref_7
Wang (ref_35) 2019; 175
References_xml – ident: ref_3
  doi: 10.1051/e3sconf/202235802047
– volume: 58
  start-page: 7776
  year: 2022
  ident: ref_31
  article-title: A Cooperative Energy Transaction Model for VPP Integrated Renewable Energy Hubs in Deregulated Electricity Markets
  publication-title: IEEE Trans. Ind. Appl.
  doi: 10.1109/TIA.2022.3195965
– ident: ref_7
  doi: 10.1109/ICEE55646.2022.9827339
– volume: 10
  start-page: 21
  year: 2022
  ident: ref_13
  article-title: Research on Energy Management of a Virtual Power Plant Based on the Improved Cooperative Particle Swarm Optimization Algorithm
  publication-title: Front. Energy Res.
– ident: ref_22
  doi: 10.1109/GPECOM.2019.8778609
– ident: ref_4
  doi: 10.1109/iSPEC53008.2021.9735870
– volume: 41
  start-page: 1759
  year: 2017
  ident: ref_19
  article-title: Strategic Bidding Model for Virtual Power Plant in Different Electricity Markets Considering Electric Vehicles and Demand Response
  publication-title: Dianwang Jishu/Power Syst. Technol.
– volume: 46
  start-page: 74
  year: 2022
  ident: ref_25
  article-title: Unified Modeling for Adjustable Space of Virtual Power Plant and Its Optimal Operation Strategy for Participating in Peak-shaving Market
  publication-title: Dianli Xitong Zidonghua/Autom. Electr. Power Syst.
– ident: ref_34
– volume: 8
  start-page: 153
  year: 2022
  ident: ref_24
  article-title: A comprehensive control strategy for photovoltaic virtual synchronous generator considering frequency regulation capability
  publication-title: Energy Rep.
  doi: 10.1016/j.egyr.2022.10.131
– volume: 42
  start-page: 102
  year: 2022
  ident: ref_2
  article-title: Dynamic aggregation method of virtual power plants considering reliability of renewable energy
  publication-title: Dianli Zidonghua Shebei/Electr. Power Autom. Equip.
– ident: ref_29
  doi: 10.1109/SGC.2017.8308867
– ident: ref_15
  doi: 10.23919/IPEC-Himeji2022-ECCE53331.2022.9806861
– ident: ref_36
  doi: 10.3390/en12234447
– volume: 238
  start-page: 114180
  year: 2021
  ident: ref_10
  article-title: Evaluation of economic benefits of virtual power plant between demand and plant sides based on cooperative game theory
  publication-title: Energy Convers. Manag.
  doi: 10.1016/j.enconman.2021.114180
– volume: 44
  start-page: 2097
  year: 2020
  ident: ref_1
  article-title: A Review on the Study of Management and Interaction Mechanism for Distributed Energy in Virtual Power Plants
  publication-title: Dianwang Jishu/Power Syst. Technol.
– volume: 245
  start-page: 123305
  year: 2021
  ident: ref_37
  article-title: Research on the optimization method of integrated energy system operation with multi-subject game
  publication-title: Energy
  doi: 10.1016/j.energy.2022.123305
– volume: 169
  start-page: 324
  year: 2016
  ident: ref_14
  article-title: Day-ahead resource scheduling of a renewable energy based virtual power plant
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2016.02.011
– volume: 43
  start-page: 42
  year: 2019
  ident: ref_21
  article-title: Optimal Scheduling Strategy of Multiple Virtual Power Plants Under Electricity Market Reform
  publication-title: Dianli Xitong Zidonghua/Autom. Electr. Power Syst.
– ident: ref_33
– volume: 44
  start-page: 143
  year: 2020
  ident: ref_6
  article-title: Market Clearing Strategy for Distribution System Considering Multiple Power Commodities Offered by Virtual Power Plant
  publication-title: Dianli Xitong Zidonghua/Autom. Electr. Power Syst.
– volume: 117
  start-page: 105605
  year: 2020
  ident: ref_18
  article-title: Energy management for aggregate prosumers in a virtual power plant: A robust Stackelberg game approach
  publication-title: Int. J. Electr. Power Energy Syst.
  doi: 10.1016/j.ijepes.2019.105605
– volume: 46
  start-page: 1761
  year: 2022
  ident: ref_26
  article-title: Key Information Communication Technologies Supporting Virtual Power Plant Interaction
  publication-title: Dianwang Jishu/Power Syst. Technol.
– volume: 175
  start-page: 159
  year: 2019
  ident: ref_35
  article-title: Application of NSGA-II Algorithm for fault diagnosis in power system
  publication-title: Electr. Power Syst. Res.
  doi: 10.1016/j.epsr.2019.105893
– volume: 38
  start-page: 753
  year: 2018
  ident: ref_20
  article-title: Bi-level Coordination Mechanism and Operation Strategy of Multi-time Scale Multiple Virtual Power Plants
  publication-title: Zhongguo Dianji Gongcheng Xuebao/Proc. Chin. Soc. Electr. Eng.
– volume: 309
  start-page: 118349
  year: 2022
  ident: ref_23
  article-title: Evaluate the capacity of electricity-driven water facilities in small communities as virtual energy storage
  publication-title: Appl. Energy
  doi: 10.1016/j.apenergy.2021.118349
– volume: 43
  start-page: 155
  year: 2019
  ident: ref_32
  article-title: Game Model of Electricity Market Involving Virtual Power Plant Composed of Wind Power and Electric Vehicles
  publication-title: Dianli Xitong Zidonghua/Autom. Electr. Power Syst.
– volume: 14
  start-page: 3762
  year: 2020
  ident: ref_11
  article-title: Self-adaptive hybrid algorithm based bi-level approach for virtual power plant bidding in multiple retail markets
  publication-title: IET Gener. Transm. Distrib.
  doi: 10.1049/iet-gtd.2019.1881
– ident: ref_28
  doi: 10.1109/iSPEC53008.2021.9735934
– volume: 31
  start-page: 3572
  year: 2016
  ident: ref_16
  article-title: Risk Assessment of Virtual Power Plants Offering in Energy and Reserve Markets
  publication-title: IEEE Trans. Power Syst. A Publ. Power Eng. Soc.
  doi: 10.1109/TPWRS.2015.2493182
– volume: 9
  start-page: 55690
  year: 2021
  ident: ref_27
  article-title: Multi-Scenario and Multi-Objective Collaborative Optimization of Distribution Network Considering Electric Vehicles and Mobile Energy Storage Systems
  publication-title: IEEE Access
  doi: 10.1109/ACCESS.2020.3026204
– ident: ref_8
  doi: 10.3390/su14063276
– volume: 256
  start-page: 306
  year: 2019
  ident: ref_9
  article-title: Optimization of a multiple-scale renewable energy-based virtual power plant in the UK
  publication-title: Appl. Energy
– ident: ref_17
  doi: 10.1109/iSPEC53008.2021.9735591
– volume: 517
  start-page: 115262
  year: 2021
  ident: ref_12
  article-title: Multi-time scale optimal scheduling model for active distribution grid with desalination loads considering uncertainty of demand response
  publication-title: Desalination
  doi: 10.1016/j.desal.2021.115262
– volume: 13
  start-page: 1895
  year: 2020
  ident: ref_5
  article-title: Consumers’ Willingness to Accept Time-of-Use Tariffs for Shifting Electricity Demand
  publication-title: Energies
  doi: 10.3390/en13081895
– volume: 33
  start-page: 1903
  year: 2018
  ident: ref_30
  article-title: A Trading Model of PV Microgrid Cluster Based on Cooperative Game Theory
  publication-title: Diangong Jishu Xuebao/Trans. China Electrotech. Soc.
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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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Volume 15
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