Warianty tytułu
Języki publikacji
Abstrakty
This paper presents a fractional-order adaptive mechanism-based model reference adaptive system (MRAS) configuration for speed estimation of sensorless direct torque control (DTC) of a five-phase induction motor. In effect, the fractional-order proportional-integral (FOPI) controller parameters are obtained by the particle swarm optimisation (PSO) algorithm to enhance the MRAS observer response. Thus, the developed algorithm in the speed loop control of the DTC strategy to increase its robustness against disturbances. Moreover, a comparative study has been done of the proposed MRAS-PSO/FOPI speed estimator with the conventional MRAS-proportional-integral (PI) and the PSO-based MRAS-PI. Simulation results have carried out of the different controllers used in the adaptation mechanism of the MRAS estimator, to show the performance and robustness of the proposed MRAS-PSO/FOPI algorithm in use.
Czasopismo
Rocznik
Tom
Strony
63--85
Opis fizyczny
Bibliogr. 43 poz., rys., rab.
Twórcy
autor
- UER ELT, Ecole Militaire Polytechnique, 16111 Algiers, Algeria, d_guedida.sifelislam@emp.mdn.dz
autor
- UER ELT, Ecole Militaire Polytechnique, 16111 Algiers, Algeria
- Faculté des Sciences Appliquées, Laboratoire LAGE Univ Ouargla, Ouargla 30 000, Algeria
autor
- UER ELT, Ecole Militaire Polytechnique, 16111 Algiers, Algeria
autor
- École Supérieure Ali Chabati, Algiers, Algeria
Bibliografia
- Abd Samat, A. A., Ishak, D., Omar, A. M., Iqbal, S. and Razak, M. A. (2016). A New Speed Sensorless Field-Oriented Controller for PMSM Based on MRAS and PSO. Journal of Electrical Systems, 12(3), pp. 566–573.
- Agarwal, J., Parmar, G., Gupta, R. and Sikander, A. (2018). Analysis of Grey Wolf Optimizer Based Fractional Order PID Controller in Speed Control of DC Motor. Microsystem Technologies, 24, pp. 4997–5006. doi: 10.1007/s00542-018-3920-4.
- Astrom, K. J. (1996). Adaptive Control Around 1960. IEEE Control Systems Magazine, 16(3), pp. 44–49. doi: 10.1109/37.506397.
- Bahloul, M., Vargas, A. N., Chrifi-Alaoui, L., Drid, S. and Chaabane M. (2019). Modified Robust Model Reference Adaptive System Scheme for a Speed Sensorless Vector Control of Induction Motor. In: Proceedings of the 19th International Conference on Sciences and Techniques of Automatic Control and Computer Engineering STA. Sousse, Tunisia, 24-26 March 2019. doi: 10.1109/STA.2019.8717213.
- Bermudez, M., Gonzalez-Prieto, I., Barrero, F., Guzman, H., Kestelyn, X. and Duran, M. J. (2018). An Experimental Assessment of OpenPhase Fault-Tolerant Virtual-Vector-Based Direct Torque Control in Five-Phase Induction Motor Drives. IEEE Transactions on Power Electronics, 33(3), pp. 2774–2784. doi: 10.1109/TPEL.2017.2711531.
- Boztas, G. and Aydogmus, O. (2022). Implementation of Sensorless Speed Control of Synchronous Reluctance Motor using Extended Kalman Filter. Engineering Science and Technology, an International Journal, 31, p. 101066. doi: 10.1016/j.jestch.2021.09.012.
- Das, S., Pan, I. and Das, S. (2013). Performance Comparison of Optimal Fractional Order Hybrid Fuzzy PID Controllers for Handling Oscillatory Fractional Order Processes with Dead Time. ISA Transactions, 52(4), pp. 550–566. doi: 10.1016/j.isatra.2013.03.004.
- Duran, M. J., Gonzalez-Prieto, I., Rios-Garcia, N. and Barrero, F. (2017). A Simple, Fast, and Robust Open-Phase Fault Detection Technique for SixPhase Induction Motor Drives. IEEE Transactions on Power Electronics, 33(1), pp. 547–557. doi: 10.1109/TPEL.2017.2670924.
- Ekinci, S., Hekimoğlu, B. and Izci, D. (2021). Opposition Based Henry Gas Solubility Optimization as a Novel Algorithm for PID Control of DC Motor. Engineering Science and Technology, an International Journal, 24(2), pp. 331–342. doi: 10.1016/j.jestch.2020.08.011.
- El Ouanjli, N., Mahfoud, S., Bhaskar, M. S., El Daoudi, S., Derouich, A. and El Mahfoud, M. (2022). A New Intelligent Adaptation Mechanism of MRAS Based on a Genetic Algorithm Applied to Speed Sensorless Direct Torque Control for Induction Motor. International Journal of Dynamics and Control, 10(6), pp. 2095–2110. doi: 10.1007/s40435-022-00947-z.
- Gharehchopogh, F. S. and Gholizadeh, H. (2019). A Comprehensive Survey: Whale Optimization Algorithm and its Applications. Swarm and Evolutionary Computation, 48, pp. 1–24. doi: 10.1016/j.swevo.2019.03.004.
- González-Prieto, I., Durán, M. J., Bermúdez, M., Barrero, F. and Martín, C. (2019a). Assessment of Virtual-Voltage-based Model Predictive Controllers in Six-Phase Drives Under Open-Phase Faults. IEEE Journal of Emerging and Selected Topics in Power Electronics, 8(3), pp. 2634–2644. doi: 10.1109/JESTPE.2019.2915666.
- González-Prieto, I., Zoric, I., Duran, M. J. and Levi, E. (2019b). Constrained Model Predictive Control in Nine-Phase Induction Motor Drives. IEEE Transactions on Energy Conversion, 34(4), pp. 1881–1889. doi: 10.1109/TEC.2019.2929622.
- Guedida, S., Tabbache, B., Nounou, K. and Benbouzid, M. (2023). Direct Torque Control Scheme for Less Harmonic Currents And Torque Ripples For Dual Star Induction Motor. Revue Roumaine des Sciences Techniques—Série Électrotechnique Et Énergétique, 68(4), pp. 331–338. doi: 10.59277/RRST-EE.2023.4.2.
- Han, D. and Zhang, Y. (2019). The Speed estimation based on MRAS Induction motor. In: Proceedings of the IEEE 3rd Advanced Information Management, Communicates, Electronic and Automation Control Conference IMCEC. Chongqing, China, 11-13 October 2019. doi: 10.1109/IMCEC46724.2019.8984140.
- He, C. Xiong, H. and Shen, Z. (2021). Current Loop Control Strategy of PMSM Based on Fractional Order PID Control Technology. In: Proceedings of the 6th Asia Conference on Power and Electrical Engineering. Chongqing, China, 08-11 April 2021. doi: 10.1109/ACPEE51499.2021.9436899.
- Holakooie, M. H., Ojaghi, M. and Taheri, A. (2018). Modified DTC of a Six-Phase Induction Motor with a Second-Order Sliding-Mode MRAS-Based Speed Estimator. IEEE Transactions on Power Electronics, 34(1), pp. 600–611. doi: 10.1109/TPEL.2018.2825227.
- Idir, A., Canale, L., Bensafia, Y. and Khettab, K. (2022). Design and Robust Performance Analysis of LowOrder Approximation of Fractional PID Controller Based on an IABC Algorithm for an Automatic Voltage Regulator System. Energies, 15(23), p. 8973. doi: 10.3390/en15238973.
- Kennedy, J. and Eberhart, R. C. (1997). A discrete binary version of the particle swarm algorithm. In: Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics. Computational Cybernetics and Simulation. Orlando, FL, USA, 12-15 October 1997. doi: 10.1109/ICSMC.1997.637339.
- Khalilpour, M., Razmjooy, N., Hosseini, H. and Moallem, P. (2011). Optimal control of DC motor using invasive weed optimization (IWO) algorithm. In: Majlesi Conference on Electrical Engineering, Majlesi New Town, Isfahan, Iran.
- Kim, N. H. and Kim, M. H. (2009). Modified Direct Torque Control System of Five Phase Induction Motor. Journal of Electrical Engineering and Technology, 4(2), pp. 266–271. doi: 10.5370/JEET.2009.4.2.266.
- Krim, S. and Mimouni, M. F. (2023). Design and Xilinx Virtex-Field-Programmable Gate Array for Hardware in the Loop of Sensorless SecondOrder Sliding Mode Control and Model Reference Adaptive System–Sliding Mode Observer for Direct Torque Control Of Induction Motor Drive. Proceedings of the Institution of Mechanical Engineers. Part I: Journal of Systems and Control Engineering, 237(5), pp. 839–869.
- Levi, E. (2008). Multiphase Electric Machines for Variable-Speed Applications. IEEE Transactions on Industrial Electronics, 55(5), pp. 1893–1909. doi: 10.1109/TIE.2008.918488.
- Liu, Z., Li, Y. and Zheng, Z. (2018). A Review of Drive Techniques for Multiphase Machines. CES Transactions on Electrical Machines and Systems, 2(2), pp. 243–251. doi: 10.30941/CESTEMS.2018.00030.
- Martin, C., Bermúdez, M., Barrero, F., Arahal, M. R., Kestelyn, X. and Durán, M. J. (2017). Sensitivity of Predictive Controllers to Parameter Variation in Five-Phase Induction Motor Drives. Control Engineering Practice, 68, pp. 23–31. doi: 10.1016/j.conengprac.2017.08.001.
- Oustaloup, A., Levron, F., Mathieu, B. and Nanot, F. M. (2000). Frequency-Band Complex Noninteger Differentiator: Characterization and Synthesis. IEEE Transactions on Circuits and Systems I: Fundamental Theory and Applications, 47(1), pp. 25–39. doi: 10.1109/81.817385.
- Pavithran, K. N., Parimelalagan, R. and Krishnamurthy, M. R. (1988). Studies on Inverter-Fed FivePhase Induction Motor Drive. IEEE Transactions on Power Electronics, 3(2), pp. 224–235. doi: 10.1109/63.4353.
- Razzaghian, A., Kardehi Moghaddam, R. and Pariz, N. (2022). Adaptive Neural Network Conformable Fractional-Order Nonsingular Terminal Sliding Mode Control for a Class of Second-Order Nonlinear Systems. IETE Journal of Research, 68(6), pp. 4290–4299. doi: 10.1080/03772063.2020.1791743.
- Reddy, V. S. and Devabhaktuni, S. (2022). Enhanced Low-Speed Characteristics Switching Torque with Constant Controller-Based DTC Technique of Five-Phase Induction Motor Drive with FOPI Control. IEEE Transactions on Industrial Electronics, 70(11), pp. 10789–10799. doi: 10.1109/TIE.2022.3227275.
- Rigatos, G., Abbaszadeh, M., Sari, B. and Siano, P. (2023). Nonlinear Optimal Control for a Gas Compressor Actuated by a Five-Phase Induction Motor. Power Electronics and Drives, 8(1), pp. 196–218. doi: 10.2478/pead-2023-0014.
- Saad, K., Abdellah, K., Ahmed, H. and Iqbal, A. (2019). 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, 22(4), pp. 1013–1026. doi: 10.1016/j.jestch.2019.02.008.
- Sahraoui, K., Kouzi, K. and Ameur, A. (2017). Optimization of MRAS based Speed Estimation for Speed Sensorless Control of DSIM via Genetic Algorithm. Electrotehnica, Electronica. Automatica, 65(3), pp. 156–162.
- Salem, A. and Narimani, M. (2019). A Review on Multiphase Drives for Automotive Traction Applications. IEEE Transactions on Transportation Electrification, 5(4), pp. 1329–1348. doi: 10.1109/TTE.2019.2956355.
- Schauder, C. (1989). Adaptive speed identification for vector control of induction motors without rotational transducers. In: Proceedings of the Conference Record of the IEEE Industry Applications Society Annual Meeting. San Diego, CA, USA, 01-05 October 1989. doi: 10.1109/IAS.1989.96696.
- Slunjski, M., Dordevic, O., Jones, M. and Levi, E. (2020). Symmetrical/Asymmetrical Winding Reconfiguration in Multiphase Machines. IEEE Access, 8, pp. 12835–12844. doi: 10.1109/ACCESS.2020.2965652.
- Stando, D. and Kazmierkowski, M. P. (2020). Simple Technique of Initial Speed Identification for Speed-Sensorless Predictive Controlled Induction Motor Drive. Power Electronics and Drives, 5(1), pp. 189–198. doi: 10.2478/pead-2020-0014.
- Szczepanski, R., Tarczewski, T. and Grzesiak, L. M. (2019). Adaptive State Feedback Speed Controller for PMSM Based on Artificial Bee Colony Algorithm. Applied Soft Computing, 83, p. 105644. doi: 10.1016/j.asoc.2019.105644.
- Wang, F., Zhang, Z., Mei, X., Rodríguez, J. and Kennel, R. (2018). Advanced Control Strategies of Induction Machine: Field Oriented Control, Direct Torque Control and Model Predictive Control. Energies, 11(1), p. 120. doi: 10.3390/en11010120.
- Yang, G., Yang, J., Li, S., Wang, Y., Hussain, H., Yan, L. and Deng, R. (2021). Overmodulation Strategy for Seven-Phase Induction Motors with Optimum Harmonic Voltage Injection based on Sequential Optimization Scheme. IEEE Transactions on Power Electronics, 36(12), pp. 14039–14050. doi: 10.1109/TPEL.2021.3083974.
- Yousfi, L., Aoun, S. and Sedraoui, M. (2022). Speed Sensorless Vector Control of Doubly Fed Induction Machine using Fuzzy Logic Control Equipped with Luenberger Observer. International Journal of Dynamics and Control, 10(6), pp. 1876–1888. doi: 10.1007/s40435-022-00946-0.
- Zellouma, D., Bekakra, Y. and Benbouhenni, H. (2023). Field-Oriented Control based on Parallel Proportional–Integral Controllers of Induction Motor Drive. Energy Reports, 9, pp. 4846–4860. doi: 10.1016/j.egyr.2023.04.008.
- Zhang, J., Jin, Z., Zhao, Y., Tang, Y., Liu, F., Lu, Y. and Liu, P. (2020). Design and Implementation of Novel Fractional-Order Controllers for Stabilized Platforms. IEEE Access, 8, pp. 93133–93144. doi: 10.1109/ACCESS.2020.2994105.
- Zhou, M., Cheng, S., Feng, Y., Xu, W., Wang, L., and Cai, W. (2021). Full-order terminal slidingmode-based sensorless control of induction motor with gain adaptation. IEEE Journal of Emerging and Selected Topics in Power Electronics, 10(2), 1978-1991. doi: 10.1109/JESTPE.2021.3081863.
Uwagi
Opracowanie rekordu ze środków MNiSW, umowa nr POPUL/SP/0154/2024/02 w ramach programu "Społeczna odpowiedzialność nauki II" - moduł: Popularyzacja nauki i promocja sportu (2025).
Typ dokumentu
Bibliografia
Identyfikatory
Identyfikator YADDA
bwmeta1.element.baztech-5cef28ea-ca1f-40e1-b4dd-a1b19e117841