Coalitional Game Theory Based Value Sharing in Energy Communities

被引:24
|
作者
Safdarian, Amir [1 ]
Divshali, Poria Hasanpor [1 ]
Baranauskas, Marius [1 ]
Keski-Koukkari, Antti [1 ]
Kulmala, Anna [1 ]
机构
[1] VTT Tech Res Ctr Finland, Espoo 02150, Finland
来源
IEEE ACCESS | 2021年 / 9卷
基金
芬兰科学院;
关键词
Games; Minimization; Game theory; Buildings; Microgrids; Urban areas; Optimization; Coalitional game theory; energy community; optimization problem; payoff allocation; prosumer; redundant constraint; value sharing; worst-case excess minimization; MANAGEMENT;
D O I
10.1109/ACCESS.2021.3081871
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a coalitional game for value sharing in energy communities (ECs). It is proved that the game is super-additive, and the grand coalition effectively increases the global payoff. It is also proved that the model is balanced and thus, it has a nonempty core. This means there always exists at least one value sharing mechanism that makes the grand coalition stable. Therefore, prosumers will always achieve lower bills if they join to form larger ECs. A counterexample is presented to demonstrate that the game is not convex and value sharing based on Shapley values does not necessarily ensure the stability of the coalition. To find a stabilizing value sharing mechanism that belongs to the core of the game, the worst-case excess minimization concept is applied. In this concept, however, size of the optimization problem increases exponentially with respect to the number of members in EC. To make the problem computationally tractable, the idea of clustering members based on their generation/load profiles and considering the same profile and share for members in the same cluster is proposed here. K-means algorithm is used for clustering prosumers' profiles. This way, the problem would have several redundant constraints that can be removed. The redundant constraints are identified and removed via the generalized Llewellyn's rules. Finally, value sharing in an apartment building in the southern part of Finland in the metropolitan area is studied to demonstrate effectiveness of the method.
引用
收藏
页码:78266 / 78275
页数:10
相关论文
共 50 条
  • [41] Study on Application Model of Supply Chain Coalitional Game with Side-payments Based on Fuzzy Game Theory
    Shi Fenglin
    Lu Tingjie
    Li Jianxiang
    2008 4TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, NETWORKING AND MOBILE COMPUTING, VOLS 1-31, 2008, : 6273 - +
  • [42] STUDY ON FEATURE SELECT BASED ON COALITIONAL GAME
    Liu, Jihong
    Lee, Soo-Young
    2008 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS AND SIGNAL PROCESSING, VOLS 1 AND 2, 2007, : 445 - +
  • [43] Optimized Operation of Energy Sharing in Microgrids with Shared Energy Storage Based on Nash-Harsanyi Game Theory
    Zhao, Wenhui
    Liu, Jiatong
    Cai, Ning
    INTERNATIONAL JOURNAL OF MULTIPHYSICS, 2024, 18 (02) : 301 - 318
  • [44] Interference Management Algorithm Based on Coalitional Game for Energy-Harvesting Small Cells
    Chen, Jiamin
    Zhu, Qi
    Zhao, Su
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2017, 11 (09): : 4220 - 4241
  • [45] Towards Trustworthy Multi-Cloud Services Communities: A Trust-Based Hedonic Coalitional Game
    Wahab, Omar Abdel
    Bentahar, Jamal
    Otrok, Hadi
    Mourad, Azzam
    IEEE TRANSACTIONS ON SERVICES COMPUTING, 2018, 11 (01) : 184 - 201
  • [46] Shapley Value of Uncertain Coalitional Game based on Hurwicz Criterion with Application to Water Resource Allocation
    Dai, Boyang
    Yang, Xiangfeng
    Liu, Xiaoyue
    GROUP DECISION AND NEGOTIATION, 2022, 31 (01) : 241 - 260
  • [47] Efficient methods for approximating the Shapley value for asset sharing in energy communities
    Cremers, Sho
    Robu, Valentin
    Zhang, Peter
    Andoni, Merlinda
    Norbu, Sonam
    Flynn, David
    APPLIED ENERGY, 2023, 331
  • [48] Shapley Value of Uncertain Coalitional Game based on Hurwicz Criterion with Application to Water Resource Allocation
    Boyang Dai
    Xiangfeng Yang
    Xiaoyue Liu
    Group Decision and Negotiation, 2022, 31 : 241 - 260
  • [49] Interactive exploration of CNN interpretability via coalitional game theory
    Yang, Lei
    Lu, Lingmeng
    Liu, Chao
    Zhang, Jian
    Guo, Kehua
    Zhang, Ning
    Zhou, Fangfang
    Zhao, Ying
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [50] Efficient Methods for Approximating the Shapley Value for Asset Sharing in Energy Communities
    Cremers, Sho
    Robu, Valentin
    Hofman, Daan
    Naber, Titus
    Zheng, Kawin
    Norbu, Sonam
    PROCEEDINGS OF THE 2022 THE THIRTEENTH ACM INTERNATIONAL CONFERENCE ON FUTURE ENERGY SYSTEMS, E-ENERGY 2022, 2022, : 320 - 324