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Analysis of the Stator Current Prediction Capabilities in Induction Motor Drive Using the LSTM Network

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Adamczyk, M. and Orlowska-Kowalska, T. (2019). Virtual Current Sensor in the Fault-Tolerant Field-Oriented Control Structure of An Induction Motor Drive. Sensors (Switzerland), 19(22), art. 4979. Search in Google Scholar

Adamczyk, M. and Orlowska-Kowalska, T. (2022). Postfault Direct Field-Oriented Control of Induction Motor Drive Using Adaptive Virtual Current Sensor. IEEE Transactions on Industrial Electronics, 69(4), pp. 3418–3427. Search in Google Scholar

Blanke, M., Kinnaert, M., Lunze, J. and Staroswiecki, M. (2006). Diagnosis and Fault-Tolerant Control, 2nd ed. Heidelberg: Springer Berlin. Search in Google Scholar

Goodfellow, I., Bengio, Y. and Courville, A. (2016). Deep Learning. The MIT Press. Search in Google Scholar

Ha, J. I. (2010). Current Prediction in Vector-Controlled PWM Inverters Using Single DC-Link Current Sensor. In: IEEE Transactions on Industrial Electronics. February 2010, pp. 716–726. Search in Google Scholar

Im, J. H. and Kim, R. Y. (2018). Improved Saliency-Based Position Sensorless Control of Interior Permanent-Magnet Synchronous Machines with Single DC-Link Current Sensor Using Current Prediction Method. IEEE Transactions on Industrial Electronics, 65(7), pp. 5335–5343. Search in Google Scholar

Kingma, D. P. and Ba, J. (2015). Adam: A Method for Stochastic Optimization. In: Proceedings of the 3rd International Conference for Learning Representations, San Diego, December 2015. Search in Google Scholar

Lee, K. S. and Ryu, J. S. (2003). Instrument Fault Detection and Compensation Scheme for Direct Torque Controlled Induction Motor Drives. IEE Proceedings: Control Theory and Applications, 150, pp. 376–382. Search in Google Scholar

Leonhard, W. (1996). Control of Electrical Drives, 2nd ed. Berlin, Heidelberg: Springer Berlin Heidelberg. Search in Google Scholar

Li, J. and Akilan, T. (2022). Global Attention-based Encoder-Decoder LSTM Model for Temperature Prediction of Permanent Magnet Synchronous Motors. arXiv preprint http://arxiv.org/abs/2208.00293. Search in Google Scholar

Li, Z., Gao, Q. and Zhang, W. (2016). An improved current sampling scheme using three resistors for induction motor drives based on current prediction. In: 2016 IEEE 8th International Power Electronics and Motion Control Conference, IPEMCECCE Asia 2016. 13 July 2016, Hefei, China, pp. 104–108. Search in Google Scholar

Li, P., Liao, Y., Lin, H. and Yan, L. (2019). An Improved Three-Phase Current Reconstruction Strategy Using Single Current Sensor with Current Prediction. In: 2019 22nd International Conference on Electrical Machines and Systems (ICEMS). 11–14 August 2019, Harbin, China. Search in Google Scholar

Orlowska-Kowalska, T. and Dybkowski, M. (2016). Industrial Drive Systems. Current State and Development Trends. Power Electronics and Drives, 1(36), pp. 5–25. Search in Google Scholar

Peralta-Sanchez, E., Al-Rifai, F. and Schofield, N. (2009). Direct torque control of permanent magnet motors using a single current sensor. In: 2009 IEEE International Electric Machines and Drives Conference, IEMDC ’09, Miami, FL, USA, 2009, pp. 89–94. Search in Google Scholar

Skowron, M., Teler, K., Adamczyk, M. and Orlowska-Kowalska T. (2022). Classification of Single Current Sensor Failures in Fault-Tolerant Induction Motor Drive Using Neural Network Approach. Energies, 15(18), art. 6646. Search in Google Scholar

Tunia, H., Smirnow, A., Nowak, M. and Barlik, R. (1982). Power Electronics Systems – Calculation, Modeling, Design. Scientific-Technical Editorial Office (In Polish). Search in Google Scholar

Wang, X., Zhang, Y., Yang, H., Zhang, B., Rodriguez, J. and Garcia, C. (2020). A Model-Free Predictive Current Control of Induction Motor Based on Current Difference. In: 2020 IEEE 9th International Power Electronics and Motion Control Conference, IPEMC 2020 ECCE Asia. 29 November 2020, Nanjing, China, pp. 1038–1042. Search in Google Scholar

Wang, W., Yan, H., Xu, Y., Zou, J. and Buticchi, G. (2022). Improved Three-Phase Current Reconstruction Technique for PMSM Drive with Current Prediction. IEEE Transactions on Industrial Electronics, 69(4), pp. 3449–3459. Search in Google Scholar

Yan, L., Wang, F. and Rodriguez, J. (2020). Luenberger prediction model-based robust predictive current control of induction machine drives. In: 2020 IEEE 9th International Power Electronics and Motion Control Conference, IPEMC 2020 ECCE Asia. 29 November 2020, Nanjing, China, pp. 1006–1010. Search in Google Scholar

Ziegler, S., Woodward, R. C., Iu, H. H. C. and Borle, L. J. (2009). Current Sensing Techniques: A Review. IEEE Sensors Journal, 9(4), pp. 354–376. Search in Google Scholar

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