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A Distributionally Robust Optimization Model for Real-Time Power Dispatch in Distribution Networks

机译:配电网实时配电的鲁棒优化模型

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The integration of large-scale renewable distributed generation (DG) units in distribution networks brings new challenges for real-time power dispatch, including active power and reactive power (P-Q) coupling and operational uncertainties. To reduce the conservativeness of robust optimization (RO) solutions, this paper proposes a distributionally robust real-time power dispatch model, which characterizes the uncertainty of DG output with the information of first-order and second-order moments. Furthermore, a two-stage scheme, which includes economic dispatch (El)) and corrective control, is incorporated in the model, in which El) optimizes the active power schedule and corrective control strategies of P-Q are generated to eliminate overvoltage problems. The proposed model can be transformed into an equivalent semidefinite programming problem and solved via the delayed constraint generation algorithm. Numerical test results show that the proposed model reduces operational costs and mitigates overvoltage problems significantly compared with the conventional one-stage model. The proposed model also outperforms the conventional RO model by exploiting probability information to achieve statistically optimal dispatch.
机译:大型可再生分布式发电(DG)单元在配电网中的集成给实时电力分配带来了新的挑战,包括有功功率和无功功率(P-Q)耦合以及操作不确定性。为了减少鲁棒优化(RO)解决方案的保守性,本文提出了一种分布式鲁棒实时功率分配模型,该模型利用一阶和二阶矩信息来表征DG输出的不确定性。此外,模型中包含一个包含经济调度(El)和纠正控制的两阶段方案,其中El)优化了有功功率调度,并生成了P-Q的纠正控制策略以消除过电压问题。所提出的模型可以转化为等效的半定规划问题,并可以通过延迟约束生成算法求解。数值测试结果表明,与传统的一级模型相比,该模型可降低运营成本并显着缓解过电压问题。该模型通过利用概率信息来实现统计上的最佳调度,也优于常规的RO模型。

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