A two-stage joint operation and planning model for sizing and siting of electrical energy storage devices considering demand response programs

尺寸 时间范围 地铁列车时刻表 数学优化 计算机科学 粒子群优化 遗传算法 需求响应 储能 线性规划 整数规划 工程类 数学 功率(物理) 电气工程 艺术 物理 量子力学 视觉艺术 操作系统
作者
Mohammad Sadegh Javadi,Matthew Gough,Seyed Amir Mansouri,Amir Ahmarinejad,Emad Nematbakhsh,Sérgio F. Santos,João P.S. Catalão
出处
期刊:International Journal of Electrical Power & Energy Systems [Elsevier]
卷期号:138: 107912-107912 被引量:55
标识
DOI:10.1016/j.ijepes.2021.107912
摘要

This study describes a computationally efficient model for the optimal sizing and siting of Electrical Energy Storage Devices (EESDs) in Smart Grids (SG), accounting for the presence of time-varying electricity tariffs due to Demand Response Program (DRP) participation. The joint planning and operation problem for optimal siting and sizing of the EESD is proposed in a two-stage optimization problem. In this regard, the long-term decision variables deal were the size and location of the EESDs and have been considered at the master level while the operating point of the generation units and EESDs is determined by the slave stage of the model utilizing a standard mixed-integer linear programming model. To examine the effectiveness of the model in the slave sub-problem, the operation model is solved for different working days of different seasons. Binary Particle Swarm Optimization (BPSO) and Binary Genetic Algorithm (BGA) have been used at the master level to propose different scenarios for investment in the planning stage. The slave problem optimizes the model in terms of the short-term horizon (day-ahead). Additionally, the slave problem determines the optimal schedule for an SG considering the presence of EESD (with sizes and locations provided by the upper level). The electricity price fluctuates throughout the day, according to a Time-of-Use (ToU) DRP pricing scheme. Moreover, the impacts of DRPs have been addressed in the slave stage. The proposed model is examined on a modified IEEE 24-Bus test system.

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