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Real-Time Feedback-Based Optimization of Distribution Grids: A Unified Approach

机译:基于实时反馈的配电网优化:统一方法

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This paper develops an algorithmic framework for real-time optimization of distribution-level distributed energy resources (DERs). The framework optimizes the operation of DERs that are individually controllable as well as groups of DERs that are jointly controlled at an electrical point of connection. From an electrical standpoint, wye and delta single-phase and multiphase connections are accounted for. The algorithm enables DERs to pursue given performance objectives, while adjusting their powers to respond to services requested by grid operators and to maintain electrical quantities within engineering limits. The design of the algorithm leverages a time-varying bilevel problem formulation, capturing various performance objectives and engineering constraints, and an online implementation of primal-dual projected-gradient methods. The gradient steps are suitably modified to accommodate appropriate measurements from the distribution network and the DERs. The resulting algorithm can cope with inaccuracies in the distribution-system modeling; moreover, it avoids pervasive metering to gather the state of non-controllable resources, and it naturally lends itself to a distributed implementation. Analytical stability and convergence claims are established in terms of tracking the solution of the formulated time-varying optimization problem. The proposed method is tested in a realistic distribution system by using real data.
机译:本文开发了一种用于实时优化分配级分布式能源(DER)的算法框架。该框架优化了可单独控制的DER的操作以及在电气连接点共同控制的DER组。从电气角度来看,考虑了星形和三角形单相和多相连接。该算法使DER可以追求给定的性能目标,同时可以调整DER的功率以响应电网运营商所要求的服务并将电量保持在工程范围内。该算法的设计利用了时变的双层问题表述,捕获了各种性能目标和工程约束条件以及原始对偶投影梯度方法的在线实现。对梯度步骤进行了适当修改,以适应来自配电网络和DER的适当测量。由此产生的算法可以解决配电系统建模中的不准确性;此外,它避免了普遍的计量以收集不可控资源的状态,并且自然地适合于分布式实现。根据跟踪所提出的时变优化问题的解决方案来建立分析稳定性和收敛性要求。通过使用实际数据在实际的分发系统中测试了该方法。

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