Three-Phase-Measurement-Based Load Modeling Technique Using Unbalanced Fault Data

This study presents a load modeling technique using unsymmetrical fault data. Typically, three-phase balanced fault data are prerequisite for load modeling; however, the existing technique utilizes only positive sequence data. Obtaining symmetrical data from a real power system is very difficult as three-phase faults are very rare. In this study, I aimed to improve existing methods designed for estimating load parameters from three-phase symmetrical fault data via load modeling of unsymmetrical faults. The proposed method corrects the existing algorithm using positive sequence data along with three-phase data, namely phases-A, -B, and -C. The equation for each phase of the load model is obtained and subsequently used for load parameter estimation. The load model parameters are estimated using the data obtained from phases-A, -B, and -C, unlike in existing load models that use only positive sequence data. Unsymmetrical faults occur more frequently in a system than symmetrical faults, and numerous opportunities for load model parameter estimation are available. Applying this algorithm to the three-phase data collected using phasor measurement unit-like data acquisition devices is expected to considerably increase both the parameter estimation accuracy and frequency during load modeling parameter estimation in the future.

[1]  I.A. Hiskens,et al.  Sensitivity, Approximation, and Uncertainty in Power System Dynamic Simulation , 2006, IEEE Transactions on Power Systems.

[2]  Byoung-Kon Choi,et al.  Measurement-based dynamic load models: derivation, comparison, and validation , 2006, IEEE Transactions on Power Systems.

[3]  S. Chakrabarti,et al.  An experimental study on the load modelling using PMU measurements , 2014, 2014 IEEE PES T&D Conference and Exposition.

[4]  Yung-Tien Chen,et al.  Comparison of simulated power system dynamics applying various load models with actual recorded data , 1994 .

[5]  C.A. Canizares,et al.  On the parameter estimation and modeling of aggregate power system loads , 2004, IEEE Transactions on Power Systems.

[6]  Ping Ju,et al.  Nonlinear dynamic load modelling: model and parameter estimation , 1996 .

[7]  Byoung-Kon Choi,et al.  Load models for modeling dynamic behaviors of reactive loads: Evaluation and comparison , 2008 .

[8]  Hao Zhu,et al.  Dependency Analysis and Improved Parameter Estimation for Dynamic Composite Load Modeling , 2017, IEEE Transactions on Power Systems.

[9]  Jiajun Chen,et al.  Recursive Bayesian-Based Approach for Online Automatic Identification of Generalized Electric Load Models in a Multi-Model Framework , 2019, IEEE Access.

[10]  Kyung-Bin Song,et al.  Improvement of Composite Load Modeling Based on Parameter Sensitivity and Dependency Analyses , 2014, IEEE Transactions on Power Systems.

[11]  Kai Sun,et al.  A Computationally Efficient Method for Bounding Impacts of Multiple Uncertain Parameters in Dynamic Load Models , 2019, IEEE Transactions on Power Systems.

[12]  V. Ajjarapu,et al.  A Novel Parameter Identification Approach via Hybrid Learning for Aggregate Load Modeling , 2009, IEEE Transactions on Power Systems.

[13]  Jin Ma,et al.  A Real Application of Measurement-Based Load Modeling in Large-Scale Power Grids and its Validation , 2009, IEEE Transactions on Power Systems.

[14]  D.J. Hill,et al.  Composite load modeling via measurement approach , 2006, IEEE Transactions on Power Systems.

[15]  Xiao-Ping Zhang,et al.  Composite load models based on field measurements and their applications in dynamic analysis , 2007 .

[16]  Aurea S. Carneiro,et al.  Static load modeling based on field measurements , 2017, 2017 IEEE Manchester PowerTech.

[17]  Chong Wang,et al.  Robust Time-Varying Parameter Identification for Composite Load Modeling , 2019, IEEE Transactions on Smart Grid.

[18]  H. Chiang,et al.  Multiple Solutions and Plateau Phenomenon in Measurement-Based Load Model Development: Issues and Suggestions , 2009, IEEE Transactions on Power Systems.

[19]  David J. Hill,et al.  On influence of load modelling for undervoltage load shedding studies , 1998 .

[20]  Jin Ma,et al.  Fast and Reliable Estimation of Composite Load Model Parameters Using Analytical Similarity of Parameter Sensitivity , 2016, IEEE Transactions on Power Systems.

[21]  Byongjun Lee,et al.  Hybrid PSO-Complex Algorithm Based Parameter Identification for a Composite Load Model , 2013 .

[22]  Qian Ai,et al.  Load Modeling During Asymmetric Disturbance in a Metropolitan Power Grid , 2009, IEEE Transactions on Power Systems.

[23]  Delberis Lima,et al.  Measurement-based load modeling using transfer functions for dynamic simulations , 2014, 2014 IEEE PES T&D Conference and Exposition.

[24]  Soo Hyoung Lee,et al.  Analysis on Effect of SFCL Applied to an Isolated Microgrid With a Dynamic Load Model , 2017, IEEE Transactions on Applied Superconductivity.

[25]  Elmer Santos Mora,et al.  The effect of induction generators on the transient stability of a laboratory electric power system , 2002 .

[26]  T.Y.J. Lem,et al.  Comparison of experimental and aggregate induction motor responses , 1994 .

[27]  D. Hill,et al.  Modelling and identification of nonlinear dynamic loads in power systems , 1994 .

[28]  Dongbo Zhao,et al.  Load Modeling—A Review , 2018, IEEE Transactions on Smart Grid.

[29]  Hsiao-Dong Chiang,et al.  Representative static load models for transient stability analysis: development and examination , 2007 .

[30]  Saikat Chakrabarti,et al.  Load Modeling Under Unbalanced Disturbances , 2016, IEEE Transactions on Power Systems.

[31]  Wilsun Xu Dynamic Load Models for Industrial Facilities , 2012, IEEE Transactions on Power Systems.

[32]  Eleftherios O. Kontis,et al.  Measurement-Based Dynamic Load Modeling Using the Vector Fitting Technique , 2018, IEEE Transactions on Power Systems.

[33]  Nima Amjady,et al.  A Hybrid Estimation and Identification Method for Online Calculation of Voltage-Dependent Load Parameters , 2019, IEEE Systems Journal.

[34]  Jovica V. Milanovic,et al.  International Industry Practice on Power System Load Modeling , 2013, IEEE Transactions on Power Systems.

[35]  Vijay Vittal,et al.  Trajectory Sensitivity Based Preventive Control of Voltage Instability Considering Load Uncertainties , 2012, IEEE Transactions on Power Systems.

[36]  Vladimir Terzija,et al.  Development and Validation of a New Oscillatory Component Load Model For Real-Time Estimation of Dynamic Load Model Parameters , 2020, IEEE Transactions on Power Delivery.

[37]  Jae-Duck Lee,et al.  An Event-Oriented Method for Online Load Modeling Based on Synchrophasor Data , 2015, IEEE Transactions on Smart Grid.

[38]  Xiaodong Liang A New Composite Load Model Structure for Industrial Facilities , 2016, IEEE Transactions on Industry Applications.

[39]  Alireza Shahsavari,et al.  Individual Load Model Parameter Estimation in Distribution Systems Using Load Switching Events , 2019, IEEE Transactions on Power Systems.

[40]  Babu Narayanan,et al.  POWER SYSTEM STABILITY AND CONTROL , 2015 .

[41]  Jovica V. Milanović,et al.  Automatic Identification of Power System Load Models Based on Field Measurements , 2018, IEEE Transactions on Power Systems.

[42]  Chong Wang,et al.  SVM-Based Parameter Identification for Composite ZIP and Electronic Load Modeling , 2019, IEEE Transactions on Power Systems.

[43]  Ruisheng Diao,et al.  Robust Time-Varying Synthesis Load Modeling in Distribution Networks Considering Voltage Disturbances , 2019, IEEE Transactions on Power Systems.

[44]  Wen-Shiow Kao The effect of load models on unstable low-frequency oscillation damping in Taipower system experience w/wo power system stabilizers , 2001 .