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The Nelder-Mead Method-Based Improved Parameter Estimation of Single-Phase Induction Motors

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
This work presents a comprehensive method for precisely determining the equivalent circuit characteristics of single-phase induction motors (SPIM), including both direct and indirect steps. First, a DC test, a no-load test and a locked-rotor test are performed to ascertain the primary electrical characteristics of both the main and auxiliary windings. Next, the indirect phase consists of iteratively modifying the mechanical characteristics, such as the inertial moment and friction factor, in a motor simulation model in Simulink until they match the previously determined electrical parameters. In addition, the motor parameter estimate process can be improved by applying the Nelder–Mead optimisation approach, which eliminates the need to calculate partial derivatives of a cost function. The study also applies the scalar control to the SPIM. Ultimately, the efficacy of the suggested methodology is confirmed through a comparison of simulated and actual outcomes.
Wydawca
Rocznik
Strony
519--538
Opis fizyczny
Bibliogr. 29 poz., rys., tab.
Twórcy
  • Department of Electrical Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam
autor
  • Department of Electrical Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam
autor
  • Department of Electrical Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam
  • Department of Electrical Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam
autor
  • Department of Electrical Engineering, School of Electrical and Electronic Engineering, Hanoi University of Science and Technology, Hanoi, Vietnam
autor
  • Department of Electrical and Electronic Technology, Faculty of Electrical and Electronics, Vinh University of Technology Education, Vinh, Vietnam
Bibliografia
  • Aller, J. M., Viola, J. C., Restrepo, J. A., Fajardo, M., Ginart, A., Rengifo, J. W., Loja, J. D. and Ochoa, J. D. (2018). Space vector control of asymmetrical single-phase induction motors. In: 2018 XIII International Conference on Electrical Machines ICEM, Alexandroupoli, Greece, 3-6 Sep 2018.
  • Almani, M. N., Hussain, G. A. and Zaher, A. A. (2021). An Improved Technique for Energy-Efficient Starting and Operating Control of Single Phase Induction Motors. IEEE Access, 9, pp. 12446–12462. doi: 10.1109/ACCESS.2021.3050920
  • Asadabadi, Y., Arab Markadeh, G. R., Soltani, J. and Heidari, R. (2011). Efficiency control of single phase induction motor drive. In: International Aegean Conference on Electrical Machines and Power Electronics and Electromotion, Joint Conference, Istanbul, Turkey, 8-10 Sep 2011.
  • Bhowmick, D., Manna, M. and Chowdhury, S. (2018). Estimation of Equivalent Circuit Parameters of Transformer and Induction Motor from Load Data. IEEE Transactions on Industry Applications, 54(3), pp. 2784–2791. doi: 10.1109/TIA.2018.2790378
  • Correa, M. B., Jacobina, C. B., da Silva, E. R. C. and Lima, A. M. N. (2004). Vector Control Strategies for Single-Phase Induction Motor Drive Systems. IEEE Transactions on Industrial Electronics, 51(5), pp. 1073–1080. doi: 10.1109/TIE.2004.834973
  • Dangeam, S. and Kinnares, V. (2015). A direct torque control for three-leg voltage source inverter fed asymmetrical single-phase induction motor. In: 2015 18th International Conference on Electrical Machines and Systems ICEMS, Pattaya, Thailand, 21 Jan 2016.
  • Ghial, V. K., Saini, L. M. and Saini, J. S. (2014). Parameter Estimation of Permanent-Split Capacitor-Run Single-Phase Induction Motor Using Computed Complex Voltage Ratio. IEEE Transactions on Industrial Electronics, 61(2), pp. 682–692. doi: 10.1109/TIE.2013.2253067
  • Huynh, P., Zhu, H. and Aliprantis, D. (2015). Nonintrusive parameter estimation for single-phase induction motors using transient data. In: 2015 IEEE Power and Energy Conference at Illinois PECI, Champaign, IL, USA, 20-21 Feb 2015.
  • Jang, D. (2013). Problems Incurred in a Vector-Controlled Single-Phase Induction Motor, and a Proposal for a Vector-Controlled Two-Phase Induction Motor as a Replacement. IEEE Transactions on Power Electronics, 28(1), pp. 526–536. doi: 10.1109/TPEL.2012.2199772
  • Jannati, M. and Fallah, E. (2011). A new method for speed sensorless vector control of single-phase induction motor using Extended Kalman Filter. In: 2011 19th Iranian Conference on Electrical Engineering, Tehran, Iran, 17-19 May 2011.
  • Jemli, M., Azza, H. B., Boussak, M. and Gossa, M. (2009). Sensorless Indirect Stator Field Orientation Speed Control for Single-Phase Induction Motor Drive. IEEE Transactions on Power Electronics, 24(6), pp. 1618–1627. doi: 10.1109/TPEL.2009.2014867
  • Jidin, A. Lazi, J. M., Abdullah, A. R., Patkar, F., Fazliana Abd Kadir, A. and Mat Hanafiah, M. A. (2005). Speed drive based on torque-slip characteristic of the single phase induction motor. In: 2005 International Conference on Power Electronics and Drives Systems, Kuala Lumpur, Malaysia, 01 Dec 2005.
  • Kim, K., Lim, S. B. and Lee, J. (2009). Design of rotor slot of single phase induction motor with copper die-cast rotor cage for high efficiency. In: INTELEC 2009 – 31st International Telecommunications Energy Conference, Incheon, Korea, 11 Dec 2009.
  • Lagarias, J. C., Reeds, J. A., Wright, M. H. and Wright, P. E. (1998). Convergence Properties of the Nelder-Mead Simplex Method in Low Dimensions. SIAM Journal of Optimization, 9(1), pp. 112–147. doi: 10.1137/S1052623496303470
  • Nied, A., de Oliveira, J., Stival, L. H. R. C. and Polli, H. B. (2013). Improving washing machine performance using single-phase induction motor field-oriented control. In: IECON 2013 – 39th Annual Conference of the IEEE Industrial Electronics Society, Vienna, Austria, 10-13 Nov 2013.
  • Ojaghi, M. and Daliri, S. (2016). Analytic Model for Performance Study and Computer-Aided Design of Single-Phase Shaded-Pole Induction Motors. IEEE Transactions on Energy Conversion, 32(2), pp. 649–657. doi: 10.1109/TEC.2016.2645641
  • Poudel, B., Shiwakoti, R., Amiri, E., Rastgoufard, P., Field, T. E. and Ramamurthy, J. (2019). Aggregate model of single phase induction motors. In: 2019 IEEE International Electric Machines & Drives Conference IEMDC, San Diego, CA, USA, 12-15 May 2019.
  • Rahman, S., Meraj, M., Iqbal, A., Tariq, M., Maswood, A. I., Ben-Brahim, L. and Al-ammari, R. (2020). Design and Implementation of Cascaded Multilevel qZSI Powered Single-Phase Induction Motor for Isolated Grid Water Pump Application. IEEE Transactions on Industry Applications, 56(2), pp. 1907–1917. doi: 10.1109/TIA.2019.2959734
  • Rubio-Astorga, G., Sánchez-Torres, J. D., Cañedo, J. and Loukianov, A. G. (2014). High-Order Sliding Mode Block Control of Single-Phase Induction Motor. IEEE Transactions on Control Systems Technology, 22(5), pp. 1828–1836. doi: 10.1109/TCST.2013.2289307
  • Saneie, H. and Nasiri-Gheidari, Z. (2021). Performance Analysis of Outer-Rotor Single-Phase Induction Motor Based on Magnetic Equivalent Circuit. IEEE Transactions on Industrial Electronics, 68(2), pp. 1046–1054. doi: 10.1109/TIE.2020.2969125
  • Schraud, J., Fuchs, E. F. and Fuchs, H. A. (2008). Experimental Verification of Critical-Speed Increase of Single-Phase Induction Machines via Winding Reconfiguration with Solid-State Switches. IEEE Transactions on Energy Conversion, 23(2), pp. 460–465. doi: 10.1109/TEC.2008.921476
  • Sharma, U. and Singh, B. (2021). Design and Development of Energy Efficient Single Phase Induction Motor for Ceiling Fan Using Taguchi’s Orthogonal Arrays. IEEE Transactions on Industry Applications, 57(4), pp. 3562–3572. doi: 10.1109/TIA.2021.3072020
  • Sutedjo, Qudsi, O. A., Rosalina, I. I., Yanaratri, D. S. and Suhariningsih. (2018). V/f SPWM inverter for single-phase induction motor controller using adaptive neuro-fuzzy inference system. In: 2018 3rd International Conference on Information Technology, Information System and Electrical Engineering ICITISEE, Yogyakarta, Indonesia, 13-14 Nov 2018.
  • Um, D. Y. and Park, G. S. (2019). Determination Scheme of Stator Parameters for Making Rotating Fields Circular in a Single-Phase Induction Motor. IEEE Transactions on Magnetics, 56(1).
  • Vendrusculo, E. A. and Pomilio, J. A. (2008). An adaptive speed estimator for single-phase induction motors. In: 2008 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, Ischia, Italy, 11-13 Jun 2008.
  • Vieira, R. P., Azzolin, R. Z. and Grundling, H. A. (2009). Parameter identification of a single-phase induction motor using RLS algorithm. In: 2009 Brazilian Power Electronics Conference, BonitoMato Grosso do Sul, Brazil, 27 Sep 2009.
  • Waijung 1. (STM32 target). Available at: https://www.aimagin.com/en/download
  • Wang, X., Zhong, H., Yang, Y. and Mu, X. (2010). Study of a Novel Energy Efficient Single-Phase Induction Motor with Three Series-Connected Windings and Two Capacitors. IEEE Transactions on Energy Conversion, 25(2), pp. 433–440. doi: 10.1109/TEC.2009.2039218
  • Zahedi, B. and Vaez-Zadeh, S. (2009). Efficiency Optimization Control of Single-Phase Induction Motor Drives. IEEE Transactions on Power Electronics, 24(4), pp. 1062–1070. doi: 10.1109/TPEL.2008.2011639
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-834b3110-5a99-4cb2-82b2-493d2a210139
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