风电不确定条件下交流网络约束机组承诺的两阶段自适应鲁棒模型

IF 10 1区 工程技术 Q1 ENERGY & FUELS
Siqi Wang;Xin Zhang;Min Du;Wei Pei
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引用次数: 0

摘要

随着风电在电力系统中的广泛应用,其固有的不确定性和可变性对电力系统的运行安全提出了重大挑战。传统的鲁棒优化方法捕获了最坏情况,导致决策过于保守,没有充分考虑电力系统中交流网络的约束。为了克服这一问题,本文提出了一种新的自适应鲁棒交流网络约束机组承诺(AC- ncuc)模型,该模型既考虑了交流网络的安全性,又考虑了电力系统中风电输出的不确定性。具体地说,构建了一个凸多面体不确定性集来表征风电输出的不确定性。这里,UC调度决策的保守性可以通过修改凸多面体不确定性集的大小来调整。然后,结合Benders分解和Newton-Raphson方法求解AC-NCUC最优调度决策模型。在改进的ieee6总线和ieeerts 79系统上的仿真结果验证了所提方法的合理性和有效性。所提出的AC-NCUC模型在保证经济效益的同时,有效地维护了系统的安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Two-Stage Adaptive Robust Model for AC Network-Constrained Unit Commitment in Power Systems With Uncertain Wind Power
With wind power being extensively integrated into power systems, its inherent uncertainty and variability pose significant challenges to the power system operational security. Traditional robust optimization methods capture the worst-case scenario, which results in overly conservative decisions, with insufficient considerations on AC network constraints in power systems. To overcome this issue, this paper proposes a novel adaptive robust AC network-constrained unit commitment (AC-NCUC) model that considers both the AC network security and the uncertainty of wind power output in power systems. More specifically, a convex polyhedral uncertainty set is constructed to characterize the uncertain wind power output. Here, the conservativeness of UC dispatch decisions can be adjusted by modifying the size of the convex polyhedral uncertainty set. Then, we combine Benders’ decomposition and Newton-Raphson methods to solve the AC-NCUC model for the optimal dispatch decisions. Simulation results on the modified IEEE 6-bus and IEEE RTS 79 systems validate the rationality and validity of our proposed approach. The proposed AC-NCUC model effectively maintains the system security while ensuring economic effectiveness.
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来源期刊
IEEE Transactions on Sustainable Energy
IEEE Transactions on Sustainable Energy ENERGY & FUELS-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
21.40
自引率
5.70%
发文量
215
审稿时长
5 months
期刊介绍: The IEEE Transactions on Sustainable Energy serves as a pivotal platform for sharing groundbreaking research findings on sustainable energy systems, with a focus on their seamless integration into power transmission and/or distribution grids. The journal showcases original research spanning the design, implementation, grid-integration, and control of sustainable energy technologies and systems. Additionally, the Transactions warmly welcomes manuscripts addressing the design, implementation, and evaluation of power systems influenced by sustainable energy systems and devices.
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