基于双层嵌套算法的虚拟电厂需求响应策略优化
CSTR:
作者:
作者单位:

1.天津大学;2.华北电力大学经济与管理学院;3.天津大学管理与经济学部;4.深圳供电局有限公司虚拟 电厂管理中心

作者简介:

通讯作者:

中图分类号:

TM73, F426.61

基金项目:

国家自然科学基金项目(面上项目,重点项目,重大项目)


Demand response strategy optimization of virtual power plants based on a bi-level nested algorithm
Author:
Affiliation:

Fund Project:

The National Natural Science Foundation of China (General Program, Key Program, Major Research Plan)

  • 摘要
  • |
  • 图/表
  • |
  • 访问统计
  • |
  • 参考文献
  • |
  • 相似文献
  • |
  • 引证文献
  • |
  • 资源附件
  • |
  • 文章评论
    摘要:

    源荷两侧不断增加的波动性是新型电力系统建设面临的重大挑战,虚拟电厂(virtual power plant,VPP)作为需求侧响应的重要参与主体,其运行机制对新型电力系统的灵活性将产生直接影响.基于主从博弈理论,本文考虑不同类型资源的响应特性,为负荷型VPP设计了一种双边定价-报价策略,既能实现对内部聚合商的合理定价,又可以通过动态修正机制提高虚拟电厂需求响应的履约能力.结合粒子群优化算法,文章设计了一种内外双层嵌套的迭代求解框架. 算例分析表明,不同类型资源在响应能力上存在明显差异,其中储能资源灵活性和可调度性最高,而可削减负荷与可转移负荷的响应能力相对受限;考虑修正机制的分段定价策略能够有效提升VPP的资源利用率,并更好地匹配市场响应需求,使VPP整体收益提升至基准案例的约1.4倍.

    Abstract:

    The increasing volatility on both the supply and demand sides poses a significant challenge to the development of a new electricity system. As a key participant in demand response, the operational mechanism of Virtual Power Plants (VPPs) directly impacts the system"s flexibility. Based on Stackelberg game theory, this paper considers the response characteristics of heterogeneous resources and proposes a bilateral pricing–bidding strategy for load-oriented VPPs. The proposed strategy enables reasonable internal pricing for aggregators while enhancing the fulfillment capability of VPP through a dynamic adjustment mechanism. We developed an inner–outer nested iterative solution framework combined with a particle swarm optimization (PSO) algorithm. Simulation results demonstrate that the segmented pricing strategy with the proposed adjustment mechanism effectively improves the utilization of resources within the VPP and enhances its ability to match market response requirements. Significant differences are observed in response capabilities among various types of resources: energy storage resources exhibit higher flexibility and dispatchability, whereas curtailable and shiftable loads show relatively limited responsiveness. In addition, the segmented pricing strategy with the bidding adjustment mechanism improves resource utilization and raises the overall VPP revenue to approximately 1.4 times that of the baseline case.

    参考文献
    相似文献
    引证文献
引用本文
相关视频

分享
文章指标
  • 点击次数:
  • 下载次数:
  • HTML阅读次数:
  • 引用次数:
历史
  • 收稿日期:2026-03-02
  • 最后修改日期:2026-05-25
  • 录用日期:2026-05-29
  • 在线发布日期: 2026-06-12
  • 出版日期:
文章二维码