Ex post conditions for the exactness of optimal power flow conic relaxations

IF 3.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Electric Power Systems Research Pub Date : 2024-10-08 DOI:10.1016/j.epsr.2024.111130
Jean-Luc Lupien, Antoine Lesage-Landry
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Abstract

Convex relaxations of the optimal power flow (OPF) problem provide an efficient alternative to solving the intractable alternating current (AC) optimal power flow. The conic subset of OPF convex relaxations, in particular, greatly accelerate resolution while leading to high-quality approximations that are exact in several scenarios. However, the sufficient conditions guaranteeing exactness are stringent, e.g., requiring radial topologies. In this short communication, we present two equivalent ex post conditions for the exactness of any conic relaxation of the OPF. These rely on obtaining either a rank-1 voltage matrix or self-coherent cycles. Instead of relying on sufficient conditions a priori, satisfying one of the presented ex post conditions acts as an exactness certificate for the computed solution. The operator can therefore obtain an optimality guarantee when solving a conic relaxation even when a priori exactness requirements are not met. Finally, we present numerical examples from the MATPOWER library where the ex post conditions hold even though the exactness sufficient conditions do not, thereby illustrating the use of the conditions.
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最优功率流圆锥松弛的精确性的事后条件
最优功率流(OPF)问题的凸松弛为解决棘手的交流(AC)最优功率流问题提供了一种高效的替代方法。尤其是 OPF 凸松弛的圆锥子集,大大加快了求解速度,同时带来了高质量的近似值,在多种情况下都是精确的。然而,保证精确性的充分条件非常苛刻,例如需要径向拓扑结构。在这篇短文中,我们为 OPF 的任何圆锥松弛的精确性提出了两个等效的事后条件。这两个条件依赖于获得秩-1 电压矩阵或自相干循环。与其依赖先验充分条件,满足其中一个事后条件可作为计算解的精确性证书。因此,即使不满足先验精确性要求,算子在求解圆锥松弛时也能获得最优保证。最后,我们介绍了 MATPOWER 库中的一些数值示例,在这些示例中,即使不满足精确性充分条件,事后条件也能成立,从而说明了这些条件的用途。
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来源期刊
Electric Power Systems Research
Electric Power Systems Research 工程技术-工程:电子与电气
CiteScore
7.50
自引率
17.90%
发文量
963
审稿时长
3.8 months
期刊介绍: Electric Power Systems Research is an international medium for the publication of original papers concerned with the generation, transmission, distribution and utilization of electrical energy. The journal aims at presenting important results of work in this field, whether in the form of applied research, development of new procedures or components, orginal application of existing knowledge or new designapproaches. The scope of Electric Power Systems Research is broad, encompassing all aspects of electric power systems. The following list of topics is not intended to be exhaustive, but rather to indicate topics that fall within the journal purview. • Generation techniques ranging from advances in conventional electromechanical methods, through nuclear power generation, to renewable energy generation. • Transmission, spanning the broad area from UHV (ac and dc) to network operation and protection, line routing and design. • Substation work: equipment design, protection and control systems. • Distribution techniques, equipment development, and smart grids. • The utilization area from energy efficiency to distributed load levelling techniques. • Systems studies including control techniques, planning, optimization methods, stability, security assessment and insulation coordination.
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