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储能系统多阶段鲁棒调度的解析可行性条件及其在安全约束机组组合中的应用
An Analytical Feasibility Condition for the Multi-Stage Robust Scheduling of Energy Storage Systems with Application on SCUC
| 作者 | Jiexing Zhao · Qiaozhu Zhai · Yuzhou Zhou · Xiaoyu Cao |
| 期刊 | IEEE Transactions on Power Systems |
| 出版日期 | 2024年5月 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 可再生能源 储能系统 多阶段鲁棒优化 鲁棒可行区间 调度问题 |
语言:
中文摘要
为缓解可再生能源渗透率不断提高所带来的日益增长的不确定性,电力系统中越来越多地安装了储能系统(ESS)以提供所需的灵活性。储能系统的时间耦合和非线性约束给调度问题带来了新的困难。鉴于这些挑战,本文针对存在不确定性和储能系统的调度问题提出了一种多阶段鲁棒优化(MSRO)方法。与多阶段鲁棒优化中最广泛采用的仿射决策规则(ADR)不同,仿射决策规则假设决策是关于不确定性实现的线性函数,本文以递归方式提出了鲁棒可行区间(RFI),以确保多阶段运行的可行性(鲁棒性)。当观测到不确定性时,可以在滚动时域内相应的鲁棒可行区间内灵活地优化决策。这样,由于不需要明确的决策函数假设,从而提高了求解质量。此外,通过分析约束结构提出了一个解析可行性条件以加速计算。给出了一个小算例来分析所提方法的优势。在IEEE 6节点、118节点系统以及波兰2383节点系统上进行了大量的计算实验。结果验证了所提方法的有效性。
English Abstract
To mitigate the growing uncertainty associated with the increasing penetration of renewable energy, energy storage systems (ESS) are increasingly installed in power systems to provide the required flexibility. The time-coupled and nonlinear constraints of ESSs bring new difficulties for the scheduling problem. Motivated by these challenges, this paper proposes a multi-stage robust optimization (MSRO) method for scheduling problems with uncertainty and ESSs. Unlike the most widely adopted affine decision rules (ADR) for MSRO in which the decisions are assumed to be linear functions with respect to the uncertainty realizations, in this paper, robust feasible intervals (RFI) are proposed in a recursive manner to guarantee the multi-stage operation feasibility (robustness). When uncertainties are observed, decisions can be optimized flexibly within the corresponding RFIs in a rolling horizon manner. In this way, the solution quality is improved since no explicit decision function assumption is required. Besides, an analytical feasibility condition is proposed by analyzing the constraint structure to accelerate the computation. A small example is given to analyze the advantages of the proposed method. Extensive computational experiments are tested on the IEEE 6-bus, 118-bus system, and the Polish 2383-bus system. Results verify the effectiveness of the proposed method.
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SunView 深度解读
该储能多阶段鲁棒调度解析可行性条件对阳光电源PowerTitan大型储能系统及ST系列储能变流器的能量管理策略具有重要应用价值。研究提出的解析可行性条件可直接集成到阳光电源ESS集成方案的EMS能量管理系统中,在光伏出力波动场景下实现储能充放电策略的鲁棒优化,确保SOC约束与功率约束在全时段可行。该方法与iSolarCloud云平台结合,可提升源网荷储协同调度的实时性与可靠性,特别适用于高比例新能源接入的工商业储能项目。解析条件的紧凑数学形式有助于降低边缘侧控制器的计算负荷,支撑储能系统毫秒级功率响应需求。