Heuristic Estimation of Parameters in High-Frequency Models of Induction Motors for Bearing Currents Simulation
One of the major disadvantages in the introduction of power electronic devices in the control of electrical machines is the increase of Electromagnetic Interferences (EMI’s). To derive the right models and deep in EMI’s studies some precise simplifications and accurate parameters are essential for credible computer simulations. In this paper, it is proposed a straightforward and flexible parameter estimation tool for High-Frequency (HF) models that permits a complete understanding of EMI phenomena. The presented estimation tool uses a heuristic optimization in order to improve the matching between measurements and simulations of Common Mode (CM) and Differential Mode (DM) impedances. The target function of the proposed formulation is set to minimize the error between the measured and simulated impedances of an induction motor, where different type of errors are considered. In this way, the proposed approach uses an algorithm able to use any heuristic search strategy, to handle different kinds of HF models and to use different comparison methods between measurements and simulations. Finally, as an industrial application, the parameter estimation is used in a model able to simulate bearing currents.
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A. H. Bonnett, "Analysis of the impact of pulse-width modulated inverter voltage waveforms on AC induction motors," Industry Applications, IEEE Transactions on, vol. 32, pp. 386-392, 1996.
WEG, "Induction Motors Fed by PWM Frequency Inverters," Tech. Guide, 28.00/122009.
A. Muetze, V. Niskanen, and J. Ahola, "On Radio-Frequency-Based Detection of High-Frequency Circulating Bearing Current Flow," Industry Applications, IEEE Transactions on, vol. 50, pp. 2592-2601, 2014.
A. Muetze and A. Binder, "Techniques for Measurement of Parameters Related to Inverter-Induced Bearing Currents," Industry Applications, IEEE Transactions on, vol. 43, pp. 1274-1283, 2007.
F. J. T. E. Ferreira, M. V. Cistelecan, and A. T. de Almeida, "Evaluation of Slot-Embedded Partial Electrostatic Shield for High-Frequency Bearing Current Mitigation in Inverter-Fed Induction Motors," Energy Conversion, IEEE Transactions on, vol. 27, pp. 382-390, 2012.
D. R. Quintero, W. Mejia, and J. A. Rosero, "Good practice for Electric Discharge Machining (EDM) bearing currents measurement in the induction motor and drives system," in Electric Machines & Drives Conference (IEMDC), 2013 IEEE International, 2013, pp. 1384-1390.
S. Karugaba, A. Muetze, and O. Ojo, "On the Common-Mode Voltage in Multilevel Multiphase Single- and Double-Ended Diode-Clamped Voltage-Source Inverter Systems," Industry Applications, IEEE Transactions on, vol. 48, pp. 2079-2091, 2012.
G. Grandi, D. Casadei, and U. Reggiani, "Common- and differential-mode HF current components in AC motors supplied by voltage source inverters," Power Electronics, IEEE Transactions on, vol. 19, pp. 16-24, 2004.
M. Cacciato, A. Consoli, G. Scarcella, and A. Testa, "Reduction of common-mode currents in PWM inverter motor drives," Industry Applications, IEEE Transactions on, vol. 35, pp. 469-476, 1999.
W. Mejia and J. A. Rosero, "Measurement of common mode currents in induction motors fed by a motor drive," in Electric Machines & Drives Conference (IEMDC), 2013 IEEE International, 2013, pp. 106-110.
M. Degano, P. Zanchetta, L. Empringham, E. Lavopa, and J. Clare, "HF induction motor modeling using automated experimental impedance measurement matching," Industrial Electronics, IEEE Transactions on, vol. 59, pp. 3789-3796, 2012.
H. De Gersem and A. Muetze, "Finite-Element Supported Transmission-Line Models for Calculating High-Frequency Effects in Machine Windings," Magnetics, IEEE Transactions on, vol. 48, pp. 787-790, 2012.
W. Liwei, C. N. m. Ho, F. Canales, and J. Jatskevich, "High-Frequency Modeling of the Long-Cable-Fed Induction Motor Drive System Using TLM Approach for Predicting Overvoltage Transients," Power Electronics, IEEE Transactions on, vol. 25, pp. 2653-2664, 2010.
M. J. Duran and J. Fernandez, "Lumped-parameter thermal model for induction machines," Energy Conversion, IEEE Transactions on, vol. 19, pp. 791-792, 2004.
M. Schinkel, S. Weber, S. Guttowski, W. John, and H. Reichl, "Efficient HF modeling and model parameterization of induction machines for time and frequency domain simulations," in Applied Power Electronics Conference and Exposition, 2006. APEC '06. Twenty-First Annual IEEE, 2006, p. 6 pp.
A. Boglietti, A. Cavagnino, and M. Lazzari, "Experimental high frequency parameter identification of AC electrical motors," in Electric Machines and Drives, 2005 IEEE International Conference on, 2005, pp. 5-10.
O. Magdun, A. Binder, and Y. Gemeinder, "Representation of iron core and dielectric losses for calculation of common mode stator ground currents in inverter-fed AC machines," in Optimization of Electrical and Electronic Equipment (OPTIM), 2010 12th International Conference on, 2010, pp. 371-376.
D. B. Fogel, "Introduction to Evolutionary Computation," in Modern Heuristic Optimization Techniques, ed: John Wiley & Sons, Inc., 2008, pp. 1-23.
Y. Lin, M. Clauss, and M. Middendorf, "Simple Probabilistic Population Based Optimization," Evolutionary Computation, IEEE Transactions on, vol. PP, pp. 1-1, 2015.
"IEEE Guide for the Application and Interpretation of Frequency Response Analysis for Oil-Immersed Transformers," IEEE Std C57.149-2012, pp. 1-72, 2013.
A. Stefek, "Benchmarking of heuristic optimization methods," in MECHATRONIKA, 2011 14th International Symposium, 2011, pp. 68-71.
V. Miranda and R. Alves, "Differential Evolutionary Particle Swarm Optimization (DEEPSO): A Successful Hybrid," in Computational Intelligence and 11th Brazilian Congress on Computational Intelligence (BRICS-CCI& CBIC), 2013 BRICS Congress on, 2013, pp. 368-374.
V. Miranda and R. Alves, "PAR/PST location and sizing in power grids with wind power uncertainty," in Probabilistic Methods Applied to Power Systems (PMAPS), 2014 International Conference on, 2014, pp. 1-6.
V. Miranda and N. Fonseca, "EPSO - best-of-two-worlds meta-heuristic applied to power system problems," in Evolutionary Computation, 2002. CEC '02. Proceedings of the 2002 Congress on, 2002, pp. 1080-1085.
V. Miranda, L. de Magalhaes Carvalho, M. A. da Rosa, A. M. Leite da Silva, and C. Singh, "Improving Power System Reliability Calculation Efficiency With EPSO Variants," Power Systems, IEEE Transactions on, vol. 24, pp. 1772-1779, 2009.
H. Chao-Ming and W. Fu-Lu, "An RBF Network With OLS and EPSO Algorithms for Real-Time Power Dispatch," Power Systems, IEEE Transactions on, vol. 22, pp. 96-104, 2007.
V. Perelmuter, "Special Features of SimPowerSystems Models," in Electrotechnical Systems: : Simulation with Simulink® and SimPowerSystems™, ed: CRC Press, 2012, pp. 17-32.
O. Magdun and A. Binder, "High-Frequency Induction Machine Modeling for Common Mode Current and Bearing Voltage Calculation," Industry Applications, IEEE Transactions on, vol. 50, pp. 1780-1790, 2014.
A. Muetze and A. Binder, "Calculation of Motor Capacitances for Prediction of the Voltage Across the Bearings in Machines of Inverter-Based Drive Systems," Industry Applications, IEEE Transactions on, vol. 43, pp. 665-672, 2007.
Cipriani, G., Di Dio, V., La Cascia, D., Miceli, R., Rizzo, R., A Novel Approach for Parameters Determination in Four Lumped PV Parametric Model with Operative Range Evaluations, (2013) International Review of Electrical Engineering (IREE), 8 (3), pp. 1008-1017.
Gopal, S., K. R, V., A Novel Approach to Fault Diagnosis of Transmission Line with Rogowski Coil, (2014) International Review of Electrical Engineering (IREE), 9 (3), pp. 656-662.
Padmini, S., Jegatheesan, R., Dash, S., Rajan, C., Evolutionary Programming Based Hydrothermal Commitment Scheduling for Maximizing the Profit of GENCO Considering the Effect of Reserve in a Deregulated Energy Market, (2013) International Review of Electrical Engineering (IREE), 8 (4), pp. 1279-1286.
Vijayakumar, K., Jegatheesan, R., Optimal Location of Multiple TCSCs for Congestion Management, (2013) International Review of Electrical Engineering (IREE), 8 (3), pp. 1036-1042.
Dhayalini, K., Sathiyamoorthy, S., Asir Rajan, C., Evolutionary Programming based Optimal Wind and Thermal Generation Dispatch with valve point effect, (2014) International Review on Modelling and Simulations (IREMOS), 7 (4), pp. 598-604.
Selvi, S., Moses, M., Rajan, C., Multi-Area Unit Commitment Using Particle Swarm Optimization Approach, (2013) International Review on Modelling and Simulations (IREMOS), 6 (5), pp. 1496-1505.
Syahputra, R., Robandi, I., Ashari, M., Performance Improvement of Radial Distribution Network with Distributed Generation Integration Using Extended Particle Swarm Optimization Algorithm, (2015) International Review of Electrical Engineering (IREE), 10 (2), pp. 293-304.
Muthukumar, K., Jayalalitha, S., Ramaswamy, M., PSO Embedded Artificial Bee Colony Algorithm for Optimal Shunt Capacitor Allocation and Sizing in Radial Distribution Networks with Voltage Dependent Load Models, (2015) International Review of Electrical Engineering (IREE), 10 (2), pp. 305-320.
Taeib, A., Chaari, A., PID Controller Based Adaptive PSO, (2014) International Review of Automatic Control (IREACO), 7 (1), pp. 31-37.
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