Local Uncertainty Management of Distribution System Based on Multi-Stage Dispatch of Flexible Resources

IF 4.5 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Industry Applications Pub Date : 2024-09-12 DOI:10.1109/TIA.2024.3458935
Junpeng Zhu;Dexin Meng;Peng Lu;Qingwei Guan;Peng Kong;Yue Yuan
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Abstract

This paper proposes a two-stage energy management strategy for distribution network (DN) operation, addressing the power uncertainty of renewable energy (RE) generation and loads through flexible resource (FR) regulation. In day-ahead (DA) stage, both the flexibility margin of FRs and power uncertainty of RE and load are modeled into interval form, based on which the uncertainty of the interaction power in the grid supply point (GSP) can be quantitatively evaluated. The objective of DA stage optimization is to reduce the uncertainty level of GSP power and the DN operation costs by simultaneously formulating the expected FR scheduling plan and allocating the sequential flexibility margins of FRs. During the intra-day (ID) operation process, as the operating scenarios of the preceding time periods are determined, some flexibility margins that were not actually utilized may be released. To fully exploit the regulation potential of FRs, a rolling optimization-based margin redistribution model are proposed for ID operation, considering the feasibility of pre-scheduled plans in the subsequent time periods. The effectiveness of proposed method in local uncertainty management is demonstrated based on case studies on a real-world distribution system.
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基于灵活资源多级调度的配电系统局部不确定性管理
本文提出了一种两阶段配电网运行能量管理策略,通过柔性资源调节解决可再生能源发电和负荷的电力不确定性问题。在日前阶段,将电网供电系统的柔性裕度和负荷与电网供电系统的功率不确定性均建模为区间形式,在此基础上定量评价电网供电点交互功率的不确定性。DA阶段优化的目标是通过同时制定预期FR调度计划和分配FRs的顺序灵活性裕量来降低GSP功率的不确定性水平和DN运行成本。在日内运行过程中,由于之前时间段的运行场景确定,可能会释放出一些实际未被利用的灵活性裕量。为了充分发挥FRs的调节潜力,考虑后续时段预调度方案的可行性,提出了基于滚动优化的ID运行余量再分配模型。通过实际配电系统的实例分析,验证了该方法在局部不确定性管理中的有效性。
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来源期刊
IEEE Transactions on Industry Applications
IEEE Transactions on Industry Applications 工程技术-工程:电子与电气
CiteScore
9.90
自引率
9.10%
发文量
747
审稿时长
3.3 months
期刊介绍: The scope of the IEEE Transactions on Industry Applications includes all scope items of the IEEE Industry Applications Society, that is, the advancement of the theory and practice of electrical and electronic engineering in the development, design, manufacture, and application of electrical systems, apparatus, devices, and controls to the processes and equipment of industry and commerce; the promotion of safe, reliable, and economic installations; industry leadership in energy conservation and environmental, health, and safety issues; the creation of voluntary engineering standards and recommended practices; and the professional development of its membership.
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