Parameter Imputation Methods and Typical Parameter Analysis of Load Transient Model of Induction Motor

被引:0
|
作者
Liang T. [1 ]
Zhou N. [1 ]
Lu T. [2 ]
Wu H. [1 ]
Ju P. [1 ]
机构
[1] College of Electrical Engineering, Zhejiang University, Hangzhou
[2] Economic Research Institute of State Grid Liaoning Electric Power Company Limited, Shenyang
基金
中国国家自然科学基金;
关键词
Induction motor types; K-means clustering; Load model; Parameters imputation; Typical parameter values;
D O I
10.7500/AEPS20190507002
中图分类号
学科分类号
摘要
There are a large number of inductive motor loads with different parameters in power systems. In order to study the types of induction motors and the distribution characteristics of their parameters, an analysis is carried out, which is based on the load model parameters of 224 motors obtained from literature, and considers the difference of motor model in transient simulation. Firstly, the missing mechanical torque coefficients and initial slip in the model parameters obtained from literature, are filled by K-nearest neighbor imputation method, load factor or critical slip, respectively. Secondly, the transient power curve of the motor is chosen as the clustering indicator, considering the difference of transient response of different motors. Then, 7 kinds of motors with different transient characteristics are obtained by the K-means algorithm, and the distribution characteristics of their parameters are analyzed. The obtained 7 kinds of typical parameters supplement the motor parameter sets recommended by IEEE and State Grid Corporation of China, and provide a reference for the typical parameters of the induction motor load model. © 2020 Automation of Electric Power Systems Press.
引用
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页码:74 / 82
页数:8
相关论文
共 20 条
  • [1] Zhu Y., Milanovic J.V., Automatic identification of power system load models based on field measurements, IEEE Transactions on Power Systems, 33, 3, pp. 3162-3171, (2018)
  • [2] Arif A., Wang Z., Wang J., Et al., Load modeling-a review, IEEE Transactions on Smart Grid, 9, 6, pp. 5986-5999, (2018)
  • [3] Chakrabarti V.V.S., Srivastava S.C., Power system load modelling under large and small disturbances using phasor measurement units data, IET Generation, Transmission & Distribution, 9, 12, pp. 1316-1323, (2015)
  • [4] Sun H., Zhou X., Li R., Influence of induction motor load parameters on power system transient voltage stability, Power System Technology, 29, 23, pp. 1-6, (2005)
  • [5] Ren J., Ju P., Zhao J., Et al., Static voltage stability analysis considering motor loads, Electric Power Automation Equipment, 34, 5, pp. 139-143, (2014)
  • [6] Lin L., Zhu L., Zhang X., Et al., Simulation and analysis of voltage stability for microgrid with multiple induction motor loads, Automation of Electric Power Systems, 41, 8, pp. 78-83, (2017)
  • [7] Zhang W., Zhang B., Pan J., Et al., Mechanism analysis for transient voltage instability based on cross feed characteristics between power network and load of induction motor, Automation of Electric Power Systems, 41, 7, pp. 8-13, (2017)
  • [8] Tang Y., Mathematical Model and Modeling Technology of Power Loads, (2012)
  • [9] Load representation for dynamic performance analysis, IEEE Transactions on Power Systems, 8, 2, pp. 472-482, (1993)
  • [10] Kosterev D.N., Taylor C.W., Mittelstadt W.A., Model validation for the August 10, 1996 WSCC system outage, IEEE Transactions on Power Systems, 14, 3, pp. 967-979, (1999)