A PMU-based Data-Driven Approach for Estimating the Injection Shift Factors

Rui Ma, S. Eftekharnejad, Tianyun Zhang, M. Fardad
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Abstract

One effective way to estimate the impact of contingencies is to utilize linear distribution sensitivity factors, such as injection shift factor and line outage distribution factor. Compared to other impact estimation approaches, estimating the line flows with sensitivity factors is computationally less demanding, as a linearized DC power flow model is utilized. However, the accuracy of the power flow model is highly dependent on the received system information. Hence, wrong or missing system information can yield inaccurate results. Phasor Measurement Units provide measurements that can be used to estimate sensitivity factors such that the impact of wrong system model information can be minimized. This paper introduces a new methodology, based on the alternating direction method of multipliers, to leverage PMU data for estimating sensitivity factors. The developed methodology is particularly applicable to near real-time conditions, where the speed of estimation is of essence. The performance of the developed method is compared with the traditional estimation methods for multiple testbeds.
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一种基于pmu数据驱动的注入位移因子估算方法
利用注入偏移系数和线路中断分布系数等线性分布敏感系数是估计突发事件影响的有效方法之一。由于采用线性化的直流潮流模型,与其他影响估计方法相比,考虑敏感因素的线路潮流估计计算量较少。然而,潮流模型的准确性高度依赖于接收到的系统信息。因此,错误或缺失的系统信息可能会产生不准确的结果。相量测量单元提供可用于估计灵敏度因素的测量,以便将错误系统模型信息的影响降至最低。本文介绍了一种新的方法,基于乘法器的交替方向法,利用PMU数据估计灵敏度因子。所开发的方法特别适用于接近实时的情况,在这种情况下,估计速度是至关重要的。将该方法与传统的多试验台估计方法进行了性能比较。
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