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ZIP load modeling for single and aggregate loads and CVR factor estimation

机译:用于单个和聚合荷载以及 CVR 因子估计的 ZIP 荷载建模

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摘要

ZIP load modeling has been used in various power system applications. The aggregate load modeling is common practice in utility companies. However, little research has been done on the theoretical formulation of the aggregate load and on various factors that affect accurate estimation of the parameters. This paper proposes new methods to systematically formulate the aggregate ZIP load model using the single ZIP load model and comprehensively examines the factors that may affect aggregate ZIP load estimation. Moreover, novel analysis of reactive power ZIP parameter calculation considering different compensating device modeling is presented. ZIP parameter estimation methods including least squares method, optimization method, and neural network method have been used in this paper to estimate ZIP parameters. The proposed new method was illustrated using the IEEE 13-bus and 34-bus systems built in OpenDSS. In addition, the ZIP parameter estimation is also performed using field data, and the conservation through voltage reduction (CVR) factor is further computed based on the estimated ZIP load model. The results provide guidance on calculation and interpretation of CVR estimates. Note that this paper was first presented at PAC world conference 2021 which provides no published conference proceedings.
机译:ZIP 负载建模已用于各种电力系统应用。总负荷建模是公用事业公司的常见做法。然而,对总荷载的理论公式和影响参数准确估计的各种因素的研究很少。本文提出了利用单一ZIP负载模型系统地制定ZIP总负荷模型的新方法,并综合研究了可能影响ZIP总负荷估计的因素。此外,还分析了考虑不同补偿装置建模的无功ZIP参数计算方法。本文采用最小二乘法、优化法和神经网络法等ZIP参数估计方法对ZIP参数进行估计。使用OpenDSS中内置的IEEE 13总线和34总线系统对所提出的新方法进行了说明。此外,还利用现场数据进行ZIP参数估计,并基于估计的ZIP负载模型进一步计算通过降压守恒(CVR)因子。研究结果为CVR估计值的计算和解释提供了指导。请注意,本文首次在 2021 年 PAC 世界会议上发表,该会议没有提供已发表的会议论文集。

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