Dynamic Performance Analysis of a Five-Phase PMSM Drive Using Model Reference Adaptive System and Enhanced Sliding Mode Observer
DOI:
https://doi.org/10.18196/jrc.v3i3.14632Keywords:
Five phase PMSM, sensorless control, field orientation, current control, speed control, sliding mode, MRAS.Abstract
This paper aims to evaluate the dynamic performance of a five-phase PMSM drive using two different observers: sliding mode (SMO) and model reference adaptive system (MRAS). The design of the vector control for the drive is firstly introduced in details to visualize the proper selection of speed and current controllers’ gains, then the construction of the two observers are presented. The stability check for the two observers are also presented and analyzed, and finally the evaluation results are presented to visualize the features of each sensorless technique and identify the advantages and shortages as well. The obtained results reveal that the de-signed SMO exhibits better performance and enhanced robustness compared with the MRAS under different operating conditions. This fact is approved through the obtained results considering a mismatch in the values of stator resistance and stator inductance as well. Large deviation in the values of estimated speed and rotor position are observed under MRAS, and this is also accompanied with high speed and torque oscillations.References
X. Wang et al., "Torque Ripple Reduction in Sectored Multi Three-Phase Machines Based on PWM Carrier Phase Shift," IEEE Transactions on Industrial Electronics, vol. 67, no. 6, pp. 4315-4325, 2020.
M. A. Mossa, “Effective Predictive Flux Control for a Five Phase Induction Motor Drive with Inverter Output Filter,” International Review of Electrical Engineering (IREE), vol. 13, no. 5, pp. 373-384, 2018.
S. Rubino, R. Bojoi, D. Cittanti and L. Zarri, "Decoupled and Modular Torque Control of Multi-Three-Phase Induction Motor Drives," IEEE Transactions on Industry Applications, vol. 56, no. 4, pp. 3831-3845, 2020.
M. A. Mossa and H. Echeikh, ''A novel fault tolerant control approach based on backstepping controller for a five-phase induction motor drive: Experimental investigation,” ISA Trans. 112, 373–385.
G. Jing and C. Zhou, "Control Strategy for a Five-Leg Inverter Supplying Dual Three-Phase PMSM," IEEE Access, vol. 8, pp. 174480-174488, 2020.
M. A. Mossa, Vu Quynh, H. Echeikh, T. D. Do, “Deadbeat-Based Model Predictive Voltage Control for a Sensorless Five-Phase Induction Motor Drive,” Mathematical Problems in Engineering, vol. 2020, p. 4164526, 2020.
G. Li, J. Hu, Y. Li and J. Zhu, "An Improved Model Predictive Direct Torque Control Strategy for Reducing Harmonic Currents and Torque Ripples of Five-Phase Permanent Magnet Synchronous Motors," IEEE Transactions on Industrial Electronics, vol. 66, no. 8, pp. 5820-5829, 2019.
M. A. Mossa, H. Echeikh, A. A. Z. Diab, H. H. Alhelou, P. Siano, “Comparative Study of Hysteresis Controller, Resonant Controller and Direct Torque Control of Five-Phase IM under Open-Phase Fault Operation,” Energies, vol. 14, p. 1317, 2021.
M. Mossa, and A. Z. Diab, ''Effective Model Predictive Control Approach for a Faulty Induction Motor Drive,'' International Review of Electrical Engineering (IREE), vol. 14, no. 5, pp. 314-327, 2019.
S. Wu, C. Tian, W. Zhao, J. Zhou and X. Zhang, "Design and Analysis of an Integrated Modular Motor Drive for More Electric Aircraft," IEEE Transactions on Transportation Electrification, vol. 6, no. 4, pp. 1412-1420, 2020.
M. A. Mossa, H. Echeikh, A. Iqbal, T. Duc Do, A. S. Al-Sumaiti,'' A novel sensorless control for multiphase induction motor drives based on singularly perturbed sliding mode observer-experimental validation,'' Appl Sci, vol. 10, no. 8, p. 2776, 2020.
M. H. Vafaie, B. M. Dehkordi, P. Moallem and A. Kiyoumarsi, "Improving the Steady-State and Transient-State Performances of PMSM Through an Advanced Deadbeat Direct Torque and Flux Control System," IEEE Transactions on Power Electronics, vol. 32, no. 4, pp. 2964-2975, 2017.
M. A. Mossa, O. Gam, N. Bianchi and N. V. Quynh, "Enhanced Control and Power Management for a Renewable Energy-Based Water Pumping System," IEEE Access, vol. 10, pp. 36028-36056, 2022.
A. V. Sant, K. R. Rajagopal and N. K. Sheth, "Permanent Magnet Synchronous Motor Drive Using Hybrid PI Speed Controller With Inherent and Noninherent Switching Functions," IEEE Transactions on Magnetics, vol. 47, no. 10, pp. 4088-4091, Oct. 2011.
M. A. Mossa, H. Echeikh and N. V. Quynh, "A Novel Sensorless Predictive Voltage Control for an Induction Motor Drive Based on a Back-Stepping Observer-Experimental Validation," IEEE Access, vol. 9, pp. 11921-11942, 2021.
M. A. Mossa, H. Echeikh, A. Iqbal, T. Duc Do, AS. Al-Sumaiti, "A novel sensorless control for multiphase induction motor drives based on singularly perturbed sliding mode observer-experimental validation," Appl Sci, vol. 10, p. 2776, 2020.
X. Luo, Q. Tang, A. Shen and Q. Zhang, "PMSM Sensorless Control by Injecting HF Pulsating Carrier Signal Into Estimated Fixed-Frequency Rotating Reference Frame," IEEE Transactions on Industrial Electronics, vol. 63, no. 4, pp. 2294-2303, 2016.
S. Wang, K. Yang and K. Chen, "An Improved Position-Sensorless Control Method at Low Speed for PMSM Based on High-Frequency Signal Injection into a Rotating Reference Frame," IEEE Access, vol. 7, pp. 86510-86521, 2019.
J. M. Liu and Z. Q. Zhu, "Novel Sensorless Control Strategy With Injection of High-Frequency Pulsating Carrier Signal Into Stationary Reference Frame," IEEE Transactions on Industry Applications, vol. 50, no. 4, pp. 2574-2583, 2014.
C. Choi and J. Seok, "Compensation of Zero-Current Clamping Effects in High-Frequency-Signal-Injection-Based Sensorless PM Motor Drives," IEEE Transactions on Industry Applications, vol. 43, no. 5, pp. 1258-1265, 2007.
Z. Lin, X. Li, Z. Wang, T. Shi and C. Xia, "Minimization of Additional High-Frequency Torque Ripple for Square-Wave Voltage Injection IPMSM Sensorless Drives," IEEE Transactions on Power Electronics, vol. 35, no. 12, pp. 13345-13355, 2020.
J. Liu and J. Chen, "A Changeover of Rotor Position Estimation between Rotor Speed Adaptive Stator Flux Observer and High-frequency Injection and Dead-Time Compensation Scheme for Sensorless Vector Control System of PMSM," 2019 22nd International Conference on Electrical Machines and Systems (ICEMS), 2019, pp. 1-6.
M. Seilmeier and B. Piepenbreier, "Sensorless Control of PMSM for the Whole Speed Range Using Two-Degree-of-Freedom Current Control and HF Test Current Injection for Low-Speed Range," IEEE Transactions on Power Electronics, vol. 30, no. 8, pp. 4394-4403, 2015.
K. Yu, Y. Fan, J. Chen and Y. Wang, "Fault-Tolerant Sensorless Control of Position Sensor Failure for Permanent Magnet Vernier Machine," 2020 23rd International Conference on Electrical Machines and Systems (ICEMS), 2020, pp. 1251-1256.
J. M. Liu and Z. Q. Zhu, "Improved Sensorless Control of Permanent-Magnet Synchronous Machine Based on Third-Harmonic Back EMF," in IEEE Transactions on Industry Applications, vol. 50, no. 3, pp. 1861-1870, 2014.
X. Song, B. Han, S. Zheng and S. Chen, "A Novel Sensorless Rotor Position Detection Method for High-Speed Surface PM Motors in a Wide Speed Range," IEEE Transactions on Power Electronics, vol. 33, no. 8, pp. 7083-7093, 2018.
B. WANG, C. LIU and J. SHANG, "Sensorless Control of Permanent Magnet Synchronous Motor Based on Extended State Observer," 2019 22nd International Conference on Electrical Machines and Systems (ICEMS), 2019, pp. 1-5.
A. Eilenberger and M. Schroedl, "Extended back EMF model for PM synchronous machines with different inductances in d- and q-axis," 2008 13th International Power Electronics and Motion Control Conference, 2008, pp. 945-948.
J. M. Liu and Z. Q. Zhu, "Improved Sensorless Control of Permanent-Magnet Synchronous Machine Based on Third-Harmonic Back EMF," IEEE Transactions on Industry Applications, vol. 50, no. 3, pp. 1861-1870, 2014.
T. Wang et al., "An EMF Observer for PMSM Sensorless Drives Adaptive to Stator Resistance and Rotor Flux Linkage," IEEE Journal of Emerging and Selected Topics in Power Electronics, vol. 7, no. 3, pp. 1899-1913, 2019.
N. K. Quang, N. T. Hieu and Q. P. Ha, "FPGA-Based Sensorless PMSM Speed Control Using Reduced-Order Extended Kalman Filters," IEEE Transactions on Industrial Electronics, vol. 61, no. 12, pp. 6574-6582, 2014.
Z. Wang, Y. Zheng, Z. Zou and M. Cheng, "Position Sensorless Control of Interleaved CSI Fed PMSM Drive With Extended Kalman Filter," in IEEE Transactions on Magnetics, vol. 48, no. 11, pp. 3688-3691, 2012.
P. Borsje, T. F. Chan, Y. K. Wong and S. L. Ho, "A Comparative Study of Kalman Filtering for Sensorless Control of a Permanent-Magnet Synchronous Motor Drive," IEEE International Conference on Electric Machines and Drives, 2005., 2005, pp. 815-822.
E. Laroche, E. Sedda and C. Durieu, "Methodological Insights for Online Estimation of Induction Motor Parameters," in IEEE Transactions on Control Systems Technology, vol. 16, no. 5, pp. 1021-1028, 2008.
K. Liu and Z. Q. Zhu, "Position-Offset-Based Parameter Estimation Using the Adaline NN for Condition Monitoring of Permanent-Magnet Synchronous Machines," in IEEE Transactions on Industrial Electronics, vol. 62, no. 4, pp. 2372-2383, 2015.
T. D. Batzel and K. Y. Lee, "An approach to sensorless operation of the permanent-magnet synchronous motor using diagonally recurrent neural networks," in IEEE Transactions on Energy Conversion, vol. 18, no. 1, pp. 100-106, 2003.
Q. An, J. Zhang, Q. An and A. Shamekov, "Quasi-Proportional-Resonant Controller Based Adaptive Position Observer for Sensorless Control of PMSM Drives Under Low Carrier Ratio," in IEEE Transactions on Industrial Electronics, vol. 67, no. 4, pp. 2564-2573, 2020.
M. N. Uddin, H. Zou and F. Azevedo, "Online Loss-Minimization-Based Adaptive Flux Observer for Direct Torque and Flux Control of PMSM Drive," IEEE Transactions on Industry Applications, vol. 52, no. 1, pp. 425-431, 2016.
T. D. Do, "Disturbance Observer-Based Fuzzy SMC of WECSs Without Wind Speed Measurement," IEEE Access, vol. 5, pp. 147-155, 2017.
A. A. Alfehaid, E. G. Strangas and H. K. Khalil, "Sensorless Speed Control of PMSM Using Extended High-Gain Observers," 2019 American Control Conference (ACC), 2019, pp. 2576-2581.
M. A. Mossa, “Effective predictive current control for a sensorless five-phase induction motor drive,” Int. J. Power Electron., vol. 13, pp. 502–532, 2021.
W. Lu et al., "New Sensorless Vector Control System With High Load Capacity Based on Improved SMO and Improved FOO," IEEE Access, vol. 9, pp. 40716-40727, 2021.
M. A. Mossa, H. Echeikh, A. Iqbal, T. Duc Do, A. S. Al-Sumaiti, “A Novel Sensorless Control for Multiphase Induction Motor Drives Based on Singularly Perturbed Sliding Mode Observer-Experimental Validation,” Appl. Sci., vol. 10, p. 2776, 2020.
Y. Zhu, M. Cheng, W. Hua and B. Zhang, "Sensorless Control Strategy of Electrical Variable Transmission Machines for Wind Energy Conversion Systems," IEEE Transactions on Magnetics, vol. 49, no. 7, pp. 3383-3386, 2013.
A Khlaief, M. Boussak, A. Châari, ''A MRAS-based stator resistance and speed estimation for sensorless vector controlled IPMSM drive,'' Electric Power Systems Research, vol. 108, 2014, pp. 1-15.
K. Saad, K. Abdellah, H. Ahmed, and A. Iqbal, ''Investigation on SVM-Backstepping sensorless control of five-phase open-end winding induction motor based on model reference adaptive system and parameter estimation,'' Engineering Science and Technology, an International Journal, vol. 22, no. 4, pp. 1013-1026, 2019.
S. Khadar, H. Abu-Rub and A. Kouzou, "Sensorless Field-Oriented Control for Open-End Winding Five-Phase Induction Motor With Parameters Estimation," in IEEE Open Journal of the Industrial Electronics Society, vol. 2, pp. 266-279, 2021.
D. Semenov, B. Tian, Q. An and L. Sun, "Position estimation for sensorless FOC of five-phase PMSM in electric vehicles," 2016 Australasian Universities Power Engineering Conference (AUPEC), 2016, pp. 1-5.
H. Echeikh, R. Trabelsi, A. Iqbal, M. Mimouni, ''Real time implementation of indirect rotor flux oriented control of a five-phase induction motor with novel rotor resistance adaption using sliding mode observer,'' Journal of the Franklin Institute, vol. 355, no. 5, pp. 2112-2141, 2018.
M. R. Khan and A. Iqbal, “Extended Kalman filter based speeds estimation of series-connected five-phase two-motor drive system.” Simul. Model. Pract. Theory, vol. 17, pp. 1346-1360, 2009.
H. Abu-Rub, M. R. Khan, A. Iqbal and S. M. Ahmed, "MRAS-based sensorless control of a five-phase induction motor drive with a predictive adaptive model," 2010 IEEE International Symposium on Industrial Electronics, 2010, pp. 3089-3094.
D. Semenov, B. Tian, Q. An and L. Sun, "Position estimation for sensorless FOC of five-phase PMSM in electric vehicles," 2016 Australasian Universities Power Engineering Conference (AUPEC), 2016, pp. 1-5
N. Bounasla, S. Barkat, E. Benyoussef and K. Tounsi, "Sensorless sliding mode control of a five-phase PMSM using extended Kalman filter," 2016 8th International Conference on Modelling, Identification and Control (ICMIC), 2016, pp. 97-102
T. Michalski, C. Lopez, A. Garcia and L. Romeral, "Sensorless control of five phase PMSM based on extended Kalman filter," IECON 2016 - 42nd Annual Conference of the IEEE Industrial Electronics Society, 2016, pp. 2904-2909.
B. Tian, M. Molinas, Q. An, B. Zhou and J. Wei, "Freewheeling current-based sensorless field-oriented control of Five-Phase PMSMs under IGBT failures of a single phase," IEEE Transactions on Industrial Electronics, vol. 69, no. 1, pp. 213-224, 2021.
A. Hezzi, M. N. Abdelkrim and S. B. Elghali, "Sensorless Backstepping Drive for a Five-Phase PMSM based on Unknown Input Observer," 2020 20th International Conference on Sciences and Techniques of Automatic Control and Computer Engineering (STA), 2020, pp. 125-130.
N. K. Nguyen, E. Semail, F. De Belie and X. Kestelyn, "Adaline Neural Networks-based sensorless control of five-phase PMSM drives," IECON 2016 - 42nd Annual Conference of the IEEE Industrial Electronics Society, 2016, pp. 5741-5746.
H. Chen, C. Hsu and D. Chang, "Position sensorless control for five-phase permanent-magnet synchronous motors," 2014 IEEE/ASME International Conference on Advanced Intelligent Mechatronics, 2014, pp. 794-799.
A. Lokriti, Y. Zidani, and S. Doubabi, “Comparaison des performances des régulateurs PI et IP appliques pour la commande vectorielle a flux rotorique orienté d’une machine asynchrone,” Proceedings of the 8th international IFAC conference on modeling & simulation MOSIM, 2010, pp. 1–7.
M. S. Mahmoud, A. Alameer and M. M. Hamdan,“ An adaptive sliding mode control for single machine infinite bus system under unknown uncertainties,” International Journal of Robotics and Control Systems, vol. 1, no. 3, pp. 226-243, 2021.
M. S. Mahmoud, R. A. Saleh and A. Ma’arif, “Stabilizing of inverted pendulum system using Robust sliding mode control,” International Journal of Robotics and Control Systems, vol. 2, no. 2, pp. 230-239, 2022.
Y. Zahraoui, M. Akherraz and A. Ma’arif, “A Comparative Study of Nonlinear Control Schemes for Induction Motor Operation Improvement,” International Journal of Robotics and Control Systems, vol. 2, no. 1, pp. 1–17, 2022.
Y. D. Landau, "Adaptive control: The model reference approach," in IEEE Transactions on Systems, Man, and Cybernetics, vol. SMC-14, no. 1, pp. 169-170, Jan.-Feb. 1984.
I. Landau, "A hyperstability criterion for model reference adaptive control systems," IEEE Transactions on Automatic Control, vol. 14, no. 5, pp. 552-555, 1969.
W. T. Asfu, “Stator Current-Based Model Reference Adaptive Control for Sensorless Speed Control of the Induction Motor,” Journal of control science and Engineering, vol. 2020, p. 8954704, 2020.
R. Ortega, L. Praly and I. Landau, "Robustness of discrete-time direct adaptive controllers," in IEEE Transactions on Automatic Control, vol. 30, no. 12, pp. 1179-1187, 1985
L. Dugard, I. Landau and H. Silveira, "Adaptive state estimation using MRAS techniques--Convergence analysis and evaluation," in IEEE Transactions on Automatic Control, vol. 25, no. 6, pp. 1169-1182, 1980.
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