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arXiv 1907.02005eess.SYcs.GTcs.SYmath.OC
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虚拟储能共享和容量分配

Virtual Energy Storage Sharing and Capacity Allocation

Dongwei Zhao, Hao Wang, Jianwei Huang, Xiaojun Lin

摘要:

储能可以在最终用户的能源管理中发挥重要作用。为了促进能源存储的有效利用,我们开发了一种新的商业模式,使一组用户之间的虚拟存储共享。具体而言,存储聚合器投资并运营中央物理存储单元,将其虚拟化为可分离的虚拟容量并出售给用户。每个用户购买虚拟容量,并利用它来降低能量成本。我们制定的聚合器和用户之间的相互作用作为一个两阶段的优化问题。在第一阶段,在投资范围内,聚合器确定投资和定价决策。在阶段2中,在每个操作范围中,每个用户决定要购买的虚拟容量以及虚拟存储的操作。我们刻画了阶段2问题的最优解的逐步形式和阶段1问题的最优利润的分段线性结构,两者都与虚拟容量价格有关。基于解的结构,我们设计了一个算法来获得两阶段问题的最优解。在我们的模拟结果中,所提出的存储虚拟化模型可以减少聚合器的物理能量存储投资的54.3%,并减少用户的总成本的34.7%,与用户获得自己的物理存储的情况相比。

英文摘要:

Energy storage can play an important role in energy management of end users. To promote an efficient utilization of energy storage, we develop a novel business model to enable virtual storage sharing among a group of users. Specifically, a storage aggregator invests and operates the central physical storage unit, by virtualizing it into separable virtual capacities and selling to users. Each user purchases the virtual capacity, and utilize it to reduce the energy cost. We formulate the interaction between the aggregator and users as a two-stage optimization problem. In Stage 1, over the investment horizon, the aggregator determines the investment and pricing decisions. In Stage 2, in each operational horizon, each user decides the virtual capacity to purchase together with the operation of the virtual storage. We characterize a stepwise form of the optimal solution of Stage-2 Problem and a piecewise linear structure of the optimal profit of Stage-1 Problem, both with respect to the virtual capacity price. Based on the solution structure, we design an algorithm to attain the optimal solution of the two-stage problem. In our simulation results, the proposed storage virtualization model can reduce the physical energy storage investment of the aggregator by 54.3% and reduce the users' total costs by 34.7%, compared to the case where users acquire their own physical storage.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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