A Novel Hybrid Backstepping and Fuzzy Control for Three Phase Induction Motor Drivers

(1) Ngoc Thuy Pham Mail (Industrial University of Ho Chi Minh City, Viet Nam)
(2) * Phu Diep Nguyen Mail (Industrial University of Ho Chi Minh City, Viet Nam)
*corresponding author

Abstract


High-performance control using three-phase Induction Motors (IM) is increasingly required in industrial applications. However, due to the nonlinear structure and the continuous impact of issues such as load disturbances and motor parameter variations, traditional control techniques cannot achieve the desired high-performance drive system. In this paper, a new hybrid control scheme combining Backstepping (BS) with fuzzy logic (FL) control for the outer speed control loop to enhancing Field Oriented Control (FOC) vector control performance of the SPIM drives, is proposed. Different from the BS control strategies that have been proposed in the control of IM drive systems before, this paper proposes to use FL control theory to continuously update the coefficients appearing in the virtual control vectors extracted from the traditional BS control technique according to the input error of the system. This contributes to improving the performance of the drive system, enhancing the stability and adaptability of the drive system. Lyapunov stability theory is used to design the drive system to ensure the stability of the overall system. The proposed speed control strategy is validated through Matlab-Simulink. The simulation results show that: first, the proposed control strategy provides fast speed response, and the convergence capability of the drive system remains in an optimal state during transient modes without causing overshoot. Second, the drive system operates stably over the long term under load disturbances.

Keywords


Induction Motor; Field-Oriented Control; Nonlinear Control; Backstepping Control; Fuzzy Logic Control

   

DOI

https://doi.org/10.31763/ijrcs.v5i1.1707
      

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References


[1] P. Vas, “Sensorless Vector and Direct torque control,” New York: Oxford University Press, 1998, https://doi.org/10.1093/oso/9780198564652.001.0001.

[2] N. E. Ouanjli, A. Derouich, A. E. Ghzizal, A. Chebabhi and M. Taoussi, "A comparative study between FOC and DTC control of the Doubly Fed Induction Motor (DFIM)," 2017 International Conference on Electrical and Information Technologies (ICEIT), pp. 1-6, 2017, https://doi.org/10.1109/EITech.2017.8255302.

[3] I. Takahashi and T. Noguchi, "A New Quick-Response and High-Efficiency Control Strategy of an Induction Motor," IEEE Transactions on Industry Applications, vol. IA-22, no. 5, pp. 820-827, 1986, https://doi.org/10.1109/TIA.1986.4504799.

[4] T. Sutikno, N. R. N. Idris, and A. Jidin, “A review of direct torque control of induction motors for sustainable reliability and energy efficient drives,” Renewable and Sustainable Energy Reviews, vol. 32, pp. 548-558, 2014, https://doi.org/10.1016/j.rser.2014.01.040.

[5] X. Wu, W. Huang, X. Lin, W. Jiang, Y. Zhao and S. Zhu, "Direct Torque Control for Induction Motors Based on Minimum Voltage Vector Error," IEEE Transactions on Industrial Electronics, vol. 68, no. 5, pp. 3794-3804, 2021, https://doi.org/10.1109/TIE.2020.2987283.

[6] M. Yano, S. Abe, and E. Ohno, “History of power electronics for motor drives in Japan,” IEEE Conference on the History of Electronics, 2004, https://ethw.org/w/images/4/49/Yano2.pdf.

[7] A. D. D, and T. R. Chelliah, “Analysis of field-oriented controlled induction motor drives under sensor faults and an overview of sensorless schemes,” ISA Transactions, vol. 53, no. 5, pp. 1680-1694, 2014, https://doi.org/10.1016/j.isatra.2014.04.008.

[8] R. Kumar, S. Das, and A. Bhaumik, “Speed sensorless model predictive current control of doubly-fed induction machine drive using model reference adaptive system,” ISA Transactions, vol. 86, pp. 215-226, 2019, https://doi.org/10.1016/j.isatra.2018.10.025.

[9] B. Kiyyour, L. Laggoun, A. Salhi, D. Naimi, G. Boukhalfa, “Improvement DTC for Induction Motor Drives Using Modern Speed Controllers Tuning by PSO Algorithm,” Periodica Polytechnica Electrical Engineering and Computer Science, vol. 67, no. 3, pp. 249-259, 2023, https://doi.org/10.3311/PPee.21000.

[10] F. Alonge, M. Cirrincione, M. Pucci and A. Sferlazza, "Input–Output Feedback Linearization Control With On-Line MRAS-Based Inductor Resistance Estimation of Linear Induction Motors Including the Dynamic End Effects," IEEE Transactions on Industry Applications, vol. 52, no. 1, pp. 254-266, 2016, https://doi.org/10.1109/TIA.2015.2465939.

[11] H. A. Abbasa, M. Belkheirib, B. Zegninia, “Feedback Linearization Control of an Induction Machine Augmented by Single Hidden Layer Neural Networks,” International Journal of Control, vol. 89, no. 1, pp. 140-155, 2015, https://doi.org/10.1080/00207179.2015.1063162.

[12] Y. Zahraoui, M. Akherraz, 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, https://doi.org/10.31763/ijrcs.v2i1.521.

[13] O. Barambones and P. Alkorta, “A robust vector control for induction motor drives with an adaptive sliding-mode control law,” Journal of the Franklin Institute, vol. 348, no. 2, pp. 300-314, 2011, https://doi.org/10.1016/j.jfranklin.2010.11.008.

[14] G. Bartolini, E. Punta and T. Zolezzi, "Approximability Properties for Second-Order Sliding Mode Control Systems," IEEE Transactions on Automatic Control, vol. 52, no. 10, pp. 1813-1825, 2007, https://doi.org/10.1109/TAC.2007.906179.

[15] D. Karboua, B. Toual, A. Kouzou, B. O. Douara, T. Mebkhouta, A. N. Bendenidina, "High-order Suppertwisting Based Terminal Sliding Mode Control Applied on Three Phases Permanent Synchronous Machine,” Periodica Polytechnica Electrical Engineering and Computer Science, vol. 67, no. 1, pp. 40-50, 2023, https://doi.org/10.3311/PPee.21026.

[16] F. Shiravani, P. Alkorta, J. A. Cortajarena, O. Barambones, "An Enhanced Sliding Mode Speed Control for Induction Motor Drives,” Actuators, vol. 11, no. 1, p. 18, 2022, https://doi.org/10.3390/act11010018.

[17] M. N. Huynh, H. N. Duong, V. H. Nguyen, “A Passivity-based Control Combined with Sliding Mode Control for a DC-DC Boost Power Converter,” Journal of Robotics and Control, vol. 4, no. 6, pp. 780- 790, 2023, https://doi.org/10.18196/jrc.v4i6.20071.

[18] L. Wang, J. Mishra, Y. Zhu and X. Yu, "An Improved Sliding-Mode Current Control of Induction Machine in Presence of Voltage Constraints," IEEE Transactions on Industrial Informatics, vol. 16, no. 2, pp. 1182-1191, 2020, https://doi.org/10.1109/TII.2019.2944228.

[19] Y. Shtessel, C. Edwards, L. Fridman, A. Levant, “Sliding Mode Control and Observation,” Birkhäuser New York, 2014, https://doi.org/10.1007/978-0-8176-4893-0.

[20] N. T. Pham, T. D. Le, “A Novel Improved VGSTA BS_SM Control Structure for Vector Control of High Performance SPIM Drives,” International Journal of Intelligent Engineering and Systems, vol. 15, no. 1, pp. 155-166, 2022, https://doi.org/10.22266/ijies2022.0228.15.

[21] N. Derbel, J. Ghommam, Q. Zhu, “Applications of Sliding Mode Control,” Studies in Systems, Decision and Control, vol. 79, 2017, https://doi.org/10.1007/978-981-10-2374-3.

[22] I. Sami, S. Ullah, A. Basit, N. Ullah and J. Ro, "Integral Super Twisting Sliding Mode Based Sensorless Predictive Torque Control of Induction Motor," IEEE Access, vol. 8, pp. 186740-186755, 2020, https://doi.org/10.1109/ACCESS.2020.3028845.

[23] N. T. Pham, “Design of Novel STASOSM Controller for FOC Control of Dual Star Induction Motor Drives,” International Journal of Robotics and Control Systems, vol. 4, no. 3, pp. 1059-1074, 2024, https://doi.org/10.31763/ijrcs.v4i3.1443.

[24] A. Najem, A. Moutabir, A. Ouchatti, M. Haissouf, “Experimental Validation of the Generation of Direct and Quadratic Reference Currents by Combining the Ant Colony Optimization Algorithm and Sliding Mode Control in PMSM using the Process PIL,” International Journal of Robotics and Control Systems, vol. 4, no. 1, pp. 188-216, 2024, https://doi.org/10.31763/ijrcs.v4i1.1286.

[25] Y. Tan, J. Chang and H. Tan, "Adaptive backstepping control and friction compensation for AC servo with inertia and load uncertainties," IEEE Transactions on Industrial Electronics, vol. 50, no. 5, pp. 944-952, 2003, https://doi.org/10.1109/TIE.2003.817574.

[26] M. R. Jovanovic and B. Bamieh, "Architecture Induced by Distributed Backstepping Design," IEEE Transactions on Automatic Control, vol. 52, no. 1, pp. 108-113, 2007, https://doi.org/10.1109/TAC.2006.886533.

[27] A. Zaafouri, C. B. Regaya, H. B. Azza, A. Châari, “DSP-based adaptive backstepping using the tracking errors for high-performance sensorless speed control of induction motor drive,” ISA Transactions, vol. 60, pp. 333-347, 2016, https://doi.org/10.1016/j.isatra.2015.11.021.

[28] D. Traoré, J. D. Leon, A. Glumineau, “Sensorless induction motor adaptive observer-backstepping controller: experimental robustness tests on low frequencies benchmark,” IET Control Theory & Applications, vol. 4, no. 10, pp. 1989–2002, 2010, https://doi.org/10.1049/iet-cta.2009.0648.

[29] M. Morawiec, "Z-Type Observer Backstepping for Induction Machines," IEEE Transactions on Industrial Electronics, vol. 62, no. 4, pp. 2090-2102, 2015, https://doi.org/10.1109/TIE.2014.2355417.

[30] S. G. Jang, S. J. Yoo, “Predefined‐time synchronized Backstepping control of strict feedback nonlinear systems,” International Journal of Robust and Nonlinear Control, vol. 33. no. 13, pp. 7563-7582, 2023, https://doi.org/10.1002/rnc.6765.

[31] D. Zellouma, H. Benbouhenni, Y. Bekakra, “Backstepping Control Based on a Third-order Sliding Mode Controller to Regulate the Torque and Flux of Asynchronous Motor Drive,” Periodica Polytechnica Electrical Engineering and Computer Science, vol. 67, no. 1, pp. 10-20, 2023, https://doi.org/10.3311/PPee.20333.

[32] H. Li, W. Chou, “Adaptive FNN Backstepping Control for Nonlinear Bilateral Teleoperation with Asymmetric Time Delays and Uncertainties,” International Journal of Control, Automation and Systems, vol. 21, pp. 3091-3104, 2023, https://doi.org/10.1007/s12555-022-0158-9.

[33] A. El Kharki, Z. Boulghasoul, L. Et-Taaj, Z. Kandoussi and A. Elbacha, "Real Time Implementation of Backstepping Control for High Performances Induction Motor Drive," 2019 4th World Conference on Complex Systems (WCCS), pp. 1-8, 2019, https://doi.org/10.1109/ICoCS.2019.8930745.

[34] T. Ameid, A. Menacer, H. Talhaoui, I. Harzelli and A. Ammar, "Backstepping control for induction motor drive using reduced model in healthy state: Simulation and experimental study," 2017 6th International Conference on Systems and Control (ICSC), pp. 162-167, 2017, https://doi.org/10.1109/ICoSC.2017.7958693.

[35] T. Roubache, S. Chaouch and M. S. N. Said, "Backstepping fault tolerant control for induction motor," 2014 International Symposium on Power Electronics, Electrical Drives, Automation and Motion, pp. 472-477, 2014, https://doi.org/10.1109/SPEEDAM.2014.6871905.

[36] I. Hassani, C. Rekik, “Backstepping Controller for Mobile Robot in Presence of Disturbances and Uncertainties,” International Journal of Robotics and Control Systems, vol. 3, no. 4, pp. 934-954, 2023, https://doi.org/10.31763/ijrcs.v3i4.1110.

[37] S. Padmanaban, J. L. F. Daya, F. Blaabjergc, N. Mir-Nasirid, A. H. Ertase, “Numerical implementation of wavelet and fuzzy, transform IFOC for three-phase induction motor,” Engineering Science and Technology, an International Journal, vol. 19, no. 1, pp. 96-100, 2016, https://doi.org/10.1016/j.jestch.2015.07.002.

[38] S. Masumpoor, H. Yaghobi, M. A. Khanesar, “Adaptive sliding-mode type-2 neuro-fuzzy control of an induction motor,” Expert Systems with Applications, vol. 42, pp. 196635–6647, 2015, https://doi.org/10.1016/j.eswa.2015.04.046.

[39] R. Rinkeviciene, B. Mitkiene, “Design and Analysis Models with PID and PID Fuzzy Controllers for SixPhase Drive,” World Electric Vehicle Journal, vol. 15, no. 4, p. 164, 2024, https://doi.org/10.3390/wevj15040164.

[40] Q. A. Tarbosh et al., "Review and Investigation of Simplified Rules Fuzzy Logic Speed Controller of High Performance Induction Motor Drives," IEEE Access, vol. 8, pp. 49377-49394, 2020, https://doi.org/10.1109/ACCESS.2020.2977115.

[41] N. E. Ouanjli, S. Motahhir, A. Derouich, A. E. Ghzizal, A. Chebabhi, and M. Taoussi, “Improved DTC strategy of doubly fed induction motor using fuzzy logic controller,” Energy Reports, vol. 5, pp. 271-279, 2019, https://doi.org/10.1016/j.egyr.2019.02.001.

[42] M. Kiew-ong-art et al., “Comparative Study of Takagi-Sugeno-Kang and Madani Algorithms in Type-1 and Interval Type-2 Fuzzy Control for Self-Balancing Wheelchairs,” International Journal of Robotics and Control Systems, vol. 3, no. 4, pp. 643-657, 2023, https://doi.org/10.31763/ijrcs.v3i4.1154.

[43] X. Fu and S. Li, "A Novel Neural Network Vector Control Technique for Induction Motor Drive," IEEE Transactions on Energy Conversion, vol. 30, no. 4, pp. 1428-1437, 2015, https://doi.org/10.1109/TEC.2015.2436914.

[44] B. V. Gopal and E. G. Shivakumar, “Design and Simulation of Neuro Fuzzy Controller for Indirect Vector-Controlled Induction Motor Drive,” Data Analytics and Learning, pp. 155-167, 2018, https://doi.org/10.1007/978-981-13-2514-4_14.

[45] N. T. Pham and T. D. Le, “A Novel FOC Vector Control Structure Using RBF Tuning PI and SM for SPIM Drives,” International Journal of Intelligent Engineering and Systems, vol. 14, no. 3, pp. 429-440, 2021, https://doi.org/10.22266/ijies2020.1031.38.

[46] A. J. Abougarair, M. Aburakhis, M. Edardar, “Adaptive Neural Networks Based Robust Output Feedback Controllers for Nonlinear Systems,” International Journal of Robotics and Control Systems, vol. 2, no. 1, pp. 37-56, 2022, https://doi.org/10.31763/ijrcs.v2i1.523.

[47] Ying Liu, Shanmei Cheng, Bowen Ning, Yesong Li, “Performance enhancement using durational model predictive control combined with backstepping control and disturbance observer for electrical drives,” Journal of Vibration and Control, vol. 25, no. 4, pp. 946-959, 2018, https://doi.org/10.1177/1077546318807018.

[48] C. Cecati, "Position control of the induction motor using a passivity-based controller," IEEE Transactions on Industry Applications, vol. 36, no. 5, pp. 1277-1284, 2000, https://doi.org/10.1109/28.871275.

[49] T. Orlowska-Kowalska et al., "Fault Diagnosis and Fault-Tolerant Control of PMSM Drives–State of the Art and Future Challenges," IEEE Access, vol. 10, pp. 59979-60024, 2022, https://doi.org/10.1109/ACCESS.2022.3180153.

[50] Z. Cheng, L. Jiao, “Hamiltonian Modeling and Passivity-based Control of Permanent Magnet Linear Synchronous Motor,” Journal of Computers, vol. 8, no. 2, pp. 501-508, 2013, https://www.jcomputers.us/index.php?m=content&c=index&a=show&catid=52&id=641.

[51] R. Ortega, A. V. D. Scjhaftb, B. Maschke, G. Escobar, “Interconnection and damping assignment passivity-based contron of port-controlled Hamiltionian systems,” Automatica, vol. 38, no. 4, pp. 585-596, 2002, https://doi.org/10.1016/S0005-1098(01)00278-3.

[52] B. Aichi, M. Bourahla and K. Kendouci, "Real-Time Hybrid Control of Induction Motor Using Sliding Mode and PI Anti-Windup," 2018 International Conference on Electrical Sciences and Technologies in Maghreb (CISTEM), pp. 1-6, 2018, https://doi.org/10.1109/CISTEM.2018.8613320.

[53] B. Farid, B. Tarek, B. Sebti, “Fuzzy super twisting algorithm dual direct torque control of doubly fed induction machine,” International Journal of Electrical and Computer Engineering, vol. 11, no. 5, pp. 3782-3790, 2021, http://doi.org/10.11591/ijece.v11i5.pp3782-3790.

[54] N. T. Pham, “Speed Tracking of Field Oriented Control SPIM Drive using (BS_SOSM) Nonlinear Control Structure,” WSEAS Transactions on Systems and Control, vol. 14, pp. 291-299, 2019, https://www.wseas.org/multimedia/journals/control/2019/a745103-871.pdf.

[55] W. Chen, S. S. Ge, J. Wu and M. Gong, "Globally Stable Adaptive Backstepping Neural Network Control for Uncertain Strict-Feedback Systems With Tracking Accuracy Known a Priori," IEEE Transactions on Neural Networks and Learning Systems, vol. 26, no. 9, pp. 1842-1854, 2015, https://doi.org/10.1109/TNNLS.2014.2357451.

[56] N. T. Pham, “Discrete-time Sensorless Control Using new BS_SM Controller structure and VM_ SC MRAS Adaptive Speed Observer for The propulsion system of Ship,” WSEAS Transactions on Systems and Control, vol. 19, pp. 257-267, 2020, https://doi.org/10.37394/23201.2020.19.28.

[57] J. Qiu, W. Ji and M. Chadli, "A Novel Fuzzy Output Feedback Dynamic Sliding Mode Controller Design for Two-Dimensional Nonlinear Systems," IEEE Transactions on Fuzzy Systems, vol. 29, no. 10, pp. 2869-2877, 2021, https://doi.org/10.1109/TFUZZ.2020.3008271.

[58] A. R. Benaskeur, “Aspects de l’application du backstepping adaptatif àla commande décentralisée des systèmes non-linéaires,” Thèse (Ph.D.)--Université Laval, 2000, https://books.google.co.id/books/about/Aspects_de_l_application_du_backstepping.html?id=kaocswEACAAJ&redir_esc=y.

[59] F. Mehazzem and A. Reama, “Comparative study of integral and classical backstepping controllers in IFOC of induction motor fed by voltage source inverter,” International Journal of Hydrogen Energy, vol. 42, no. 28, pp. 17953-17964, 2017, https://doi.org/10.1016/j.ijhydene.2017.04.292.

[60] B. Aichi, M, Bourahla, K. Kendouci and B. Mazari, “Real-time nonlinear speed control of an induction motor based on a new advanced integral backstepping approach,” Transactions of the Institute of Measurement and Control, vol. 42, no. 2, pp. 244-258, 2020, https://doi.org/10.1177/0142331219866545.

[61] J. W. Finch and D. Giaouris, "Controlled AC Electrical Drives," IEEE Transactions on Industrial Electronics, vol. 55, no. 2, pp. 481-491, 2008, https://doi.org/10.1109/TIE.2007.911209.


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