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Auto-Optimized Maximum Torque Per Ampere Control of IPMSM Using Dual Control for Exploration and Exploitation (2404.18176v1)
Published 28 Apr 2024 in eess.SY and cs.SY
Abstract: In this paper, a maximum torque per ampere (MTPA) control strategy for the interior permanent magnet synchronous motor (IPMSM) using dual control for exploration and exploitation (DCEE). In the proposed method, the permanent magnet flux and the difference between the $d$- and $q$-axis inductance are identified by multiple estimators using the recursive least square method. The initial values of the estimated parameters in different estimators are different. By using multiple estimators, exploration of the operational environment to reduce knowledge uncertainty can be realized. Compared to those MTPA control strategies based on the extremum-seeking method, the proposed method has better dynamic performance when speed or load varies. The effectiveness of the proposed method is verified by simulations.
- S. Cai, J. L. Kirtley, and C. H. T. Lee, “Critical review of direct-drive electrical machine systems for electric and hybrid electric vehicles,” IEEE Transactions on Energy Conversion, vol. 37, no. 4, pp. 2657–2668, 2022.
- G. Rang, J. Lim, K. Nam, H.-B. Ihm, and H.-G. Kim, “A mtpa control scheme for an ipm synchronous motor considering magnet flux variation caused by temperature,” in Nineteenth Annual IEEE Applied Power Electronics Conference and Exposition, 2004. APEC’04., vol. 3. IEEE, 2004, pp. 1617–1621.
- S.-Y. Jung, J. Hong, and K. Nam, “Current minimizing torque control of the ipmsm using ferrari’s method,” IEEE Transactions on Power Electronics, vol. 28, no. 12, pp. 5603–5617, 2013.
- S. Morimoto, M. Sanada, and Y. Takeda, “Effects and compensation of magnetic saturation in flux-weakening controlled permanent magnet synchronous motor drives,” IEEE Transactions on Industry Applications, vol. 30, no. 6, p. 1632, 1994.
- S. Bolognani, L. Peretti, and M. Zigliotto, “Online mtpa control strategy for dtc synchronous-reluctance-motor drives,” IEEE Transactions on Power Electronics, vol. 26, no. 1, pp. 20–28, 2010.
- T. Sun, J. Wang, and X. Chen, “Maximum torque per ampere (mtpa) control for interior permanent magnet synchronous machine drives based on virtual signal injection,” IEEE Transactions on Power Electronics, vol. 30, no. 9, pp. 5036–5045, 2015.
- T. Sun, J. Wang, and M. Koc, “On accuracy of virtual signal injection based mtpa operation of interior permanent magnet synchronous machine drives,” IEEE Transactions on Power Electronics, vol. 32, no. 9, pp. 7405–7408, 2016.
- T. Sun, L. Long, R. Yang, K. Li, and J. Liang, “Extended virtual signal injection control for mtpa operation of ipmsm drives with online derivative term estimation,” IEEE Transactions on Power Electronics, vol. 36, no. 9, pp. 10 602–10 611, 2021.
- Y. Zhao, “Virtual square-wave current injection based maximum torque per ampere control for interior permanent-magnet synchronous machines,” in 2016 IEEE Transportation Electrification Conference and Expo (ITEC). IEEE, 2016, pp. 1–6.
- W.-H. Chen, C. Rhodes, and C. Liu, “Dual control for exploitation and exploration (dcee) in autonomous search,” Automatica, vol. 133, p. 109851, 2021.
- Z. Li, W.-H. Chen, and J. Yang, “Concurrent active learning in autonomous airborne source search: Dual control for exploration and exploitation,” IEEE Transactions on Automatic Control, 2022.
- T. M. Jahns, G. B. Kliman, and T. W. Neumann, “Interior permanent-magnet synchronous motors for adjustable-speed drives,” IEEE Transactions on Industry Applications, no. 4, pp. 738–747, 1986.
- L. Guo, L. Ljung, and P. Priouret, “Performance analysis of the forgetting factor rls algorithm,” International journal of adaptive control and signal processing, vol. 7, no. 6, pp. 525–537, 1993.
- Y. Zuo, J. Zhu, X. Yuan, and C. H. Lee, “Two-degree-of-freedom quasi-pir controller for smooth speed control of permanent magnet vernier machine,” in 2021 IEEE Energy Conversion Congress and Exposition (ECCE). IEEE, 2021, pp. 5022–5028.
- Y. Zuo, J. Mei, C. Jiang, and C. H. Lee, “Digital implementation of deadbeat-direct torque and flux control for permanent magnet synchronous machines in the m–t reference frame,” IEEE Transactions on Power Electronics, vol. 36, no. 4, pp. 4610–4621, 2021.