Enhanced Induction Motor Control Using Deep Reinforcement Learning and PWM with DTC

References

• N. Venkataramana Naik and S. P. Singh, “Improved torque and flux performance of Type-2 Fuzzy-based direct torque control induction motor using space vector pulse-width modulation,” Electric Power Components Syst., vol. 42, no. 6, pp. 658–669, March 2014. DOI: 10.1080/15325008.2013.871608.
   Web of Science ®Google Scholar
• W. Zhen, “Induction motor direct torque control based on stator flux sliding mode observer and space vector pulse width modulation,” World Electr. Veh, vol. 14, no. 6, pp. 137, May 2023. DOI: 10.3390/wevj14060137.
   Google Scholar
• A. K. Peter and J. Mathew, “Bus clamped space vector pulse width modulated direct torque control of induction motor,” 2019 IEEE Region 10 Symposium (TENSYMP), Kolkata, India, June 2019, pp. 508–513, DOI: 10.1109/TENSYMP46218.2019.8971311.
   Google Scholar
• L. Wan, X. X. Liu, Z. Wang and J. W. Zhou, “Direct torque control of bearingless induction motor using space vector pulse width modulation based on fuzzy adaptive control,” AMR, vol. 383–390, pp. 7321–7327, April 2008. DOI: 10.1109/MEPCON.2008.4562350.
   Google Scholar
• E. Ozkop and H. I. Okumus, “Matlab simulation of direct torque control of induction motor using conventional method and space vector pulse width modulation,” Engineering, pp. 368–372, 2017. DOI: 10.1109/MEPCON.2008.4562350.
   Google Scholar
• S. Chakrabarti, M. Ramamoorty and V. R. Kanetkar, “Reduction of torque ripple in direct torque control of induction motor drives using space vector modulation based pulse width modulation,” Proceedings of,” Second International Conference on Power Electronics and Drive Systems, May 1997, vol. 1, pp. 117–121,, DOI: 10.1109/PEDS.1997.618676.
   Google Scholar
• A. A. Obed and M. A. Salman, “Reduction of ripple for direct torque controlled three phase induction motor based on a predictive control technique,” J. Engineering Sustainable Develop., vol. 22, no. 6, pp. 72–84, January 2019. DOI: 10.31272/jeasd.2018.6.7.
   Google Scholar
• C. Chen, “Direct torque control of asynchronism motor based on space vector pulse width modulation,” J. Taiyuan University Technol., September 2011. DOI: 10.1109/ICECC.2011.6067880.
   Google Scholar
• N. Sundararaju and D. S. Vijayan, “Hybrid asymmetric space vector modulation for inverter based direct torque control induction motor drive,” Int. J. Engineering Technol., vol. 6, no. 2, pp. 530–543, January 2014. https://www.researchgate.net/publication/285513888_Hybrid_asymmetric_space_vector_modulation_for_inverter_based_direct_torque_control_induction_motor_drive.
   Google Scholar
• I. Zulkifilie and T. H. Nizam, “Speed performance of space vector pulse width modulation direct torque for five leg inverter served dual three-phase induction motor,” 2012 IEEE International Power Engineering and Optimization Conference Melaka, Malaysia, June 2012, DOI: 10.1109/PEOCO.2012.6230883.
   Google Scholar
• K. P. Kumar, T. V. Kumar and S. S. Rao, “Analysis, design and implementation of direct torque controlled induction motor drive based on slip angle,” Int. J. Modelling Simulation, vol. 37, pp. 208–219, May 2017. DOI: 10.1080/02286203.2017.1327295.
   Google Scholar
• C. Bharatiraja, S. Jeevananthan and R. Latha, “A novel space vector pulse width based high performance variable structure direct torque control evaluation of induction machine Drives,” IJCA, vol. 3, no. 1, pp. 33–38, June 2010. DOI: 10.5120/698-979.
   Google Scholar
• M. R. Satheesh Kumar, P. Ramesh Babu and S. Ramprasath, “four quadrant operation of direct torque control-SVPWM based three phase Induction motor drive in MATLAB/SIMULINK environment,” 2012 IEEE International Conference on Advanced Communication Control and Computing Technologies (ICACCCT), Ramanathapuram, India, August 2012, pp. 397–402, DOI: 10.1109/ICACCCT.2012.6320810.
   Google Scholar
• S. Kaila, “Direct torque control for induction motor using SVPWM Technique,” Power System Conference, 2008. MEPCON 2008. 12th International Middle-East, April 2008, DOI: 10.1109/MEPCON.2008.4562350.
   Google Scholar
• K. Sri Gowri, T. B. Reddy and C. Sai Babu, “Direct torque control of induction motor based on advanced discontinuous PWM algorithm for reduced current ripple,” Electr Eng, vol. 92, no. 7–8, pp. 245–255, October 2010. DOI: 10.1007/s00202-010-0182-2.
   Web of Science ®Google Scholar
• G. Jian-Xu, “Improved direct torque control for asynchronous motor based on SVPWM,” Modern Machinery,” Ningbo, China, September 2011, DOI: 10.1109/ICECC.2011.6067880.
   Google Scholar
• M. Prasad, R. Krishna and K. Suman, “Space vector based dual zero random distribution PWM algorithm for direct torque control of induction motor drive,” Int. J. Engng. Res. Technol., vol. 1, no. 8, October 2012. https://www.ijert.org/research/space-vector-based-dual-zero-random-distribution-pwm-algorithm-for-direct-torque-control-of-induction-motor-drive-IJERTV1IS8477.pdf.
   Google Scholar
• M. A. Mannan, T. Murata and J. Tamura, “Energy model based direct torque control of induction motor using IP controllers,” J. Int. Conf. Elect. Machines Syst., vol. 1, no. 4, pp. 405–411, December 2012. DOI: 10.11142/jicems.2012.1.4.405.
   Google Scholar
• S. Allirani and V. Jagannathan, “Direct torque control technique in induction motor drives - a review,” J. Theoretical APPl. Inform. Technol., vol. 28, no. 603March 2014. https://www.researchgate.net/publication/283269475_Direct_torque_control_technique_in_induction_motor_drives-A_review.
   Google Scholar
• E. P. Sarika and R. S. Praveen Raj, “Performance comparison of direct torque control of two level and three level neutral point clamped inverter fed three phase induction motor,” 2014 International Conference on Advances in Green Energy (ICAGE), Thiruvananthapuram, India, December 2014, pp. 179–183, DOI: 10.1109/ICAGE.2014.7050162.
   Google Scholar
• P. N. Reddy, J. Amarnath and P. L. Reddy, “Space vector based dual zero-vector random centered distribution PWM algorithm for direct torque control of induction motor drive for reduced acoustical noise,” Control Theory Informatics, vol. 1, pp. 14–28, 2011. https://core.ac.uk/download/pdf/234676767.pdf.
   Google Scholar
• M. K. Sahu, A. K. Panda and B. P. Panigrahi, “Direct torque control for threelevel neutral point clamped inverterfed induction motor drive,” Eng. Technol. Appl. Sci. Res, vol. 2, no. 2, pp. 201–208, April 2012. DOI: 10.48084/etasr.117.
   Google Scholar
• T. A. Hussein and L. A. Mohammed, “Detailed Simulink implementation for induction motor control based on space vector pulse width modulation SVPWM,” IJEECS, vol. 22, no. 3, pp. 1251–1262, June 2021. DOI: 10.11591/ijeecs.v22.i3.pp1251-1262.
   Google Scholar
• G. Challa and M. Damodar Reddy, “Unipolar carrier based SVPWM For DTC of open-end winding induction motor drive,” 2021 2nd International Conference on Smart Electronics and Communication (ICOSEC), Trichy, India, October 2021, pp. 799–804, DOI: 10.1109/ICOSEC51865.2021.9591730.
   Google Scholar
• S. Mahfoud, A. Derouich, N. El Ouanjli, T. Mohammed and A. Hanafi, “Field oriented control of doubly fed induction motor using speed sliding mode controller,” E3S Web Conf, vol. 229, no. 5, pp. 01061, January 2021. DOI: 10.1051/e3sconf/202122901061.
   Google Scholar
• U. R. Muduli and R. K. Behera, “Virtual vector based SVPWM-DTC for five-phase two-level VSI fed induction motor drive,” 2021 1st International Conference on Power Electronics and Energy (ICPEE), Bhubaneswar, India, January 2021, pp. 1–6, DOI: 10.1109/ICPEE50452.2021.9358755.
   Google Scholar
• W. Lv and H. Yu, “Super-twisting and nonsingular terminal sliding mode direct torque control of induction motor drives,” Lecture Notes Elect. Engineering, vol. 586, pp. 305–312, August 2019. DOI: 10.1007/978-981-32-9050-1_35.
   Google Scholar
• X. Wu, W. Huang, X. Lin and S. Zhu, “An initial trial to drive induction motors by synchronized SVPWM-based direct torque control,” 2020 IEEE 9th International Power Electronics and Motion Control Conference (IPEMC2020-ECCE Asia), Nanjing, China, December 2020, pp. 342–345, DOI: 10.1109/IPEMC-ECCEAsia48364.2020.9368145.
   Google Scholar
• T. M. Anteneh, A. O. Salau, T. F. Agajie and E. A. Hailu, “Design and implementation of a direct torque controller for a three phase induction motor based on DSP,” International Journal of Applied Engineering Research, vol. 14, no. 22, pp. 4181–4187, January 2019. https://www.ripublication.com/ijaer19/ijaerv14n22_12.pdf.
   Google Scholar
• V. A. Lakshmi, V. C. Reddy and S. Kalavathi, “Space vector based hybrid PWM algorithm for direct torque controlled induction motor drives for reduced common mode voltage,” Electrical EngineeringJanuary 2012. https://www.researchgate.net/publication/293261947_Space_vector_based_hybrid_PWM_algorithm_for_direct_torque_controlled_induction_motor_drives_for_reduced_common_mode_voltage.
   Google Scholar
• I. Takahashi, “A novel space vector pulse width based high performance variable structure direct torque control evaluation of induction machine drives,” 2010 International Journal of Computer Applications, vol. 3, no. 1June 2010. DOI: 10.5120/698-979.
   Google Scholar
• S. Sandepudi, M. Vishnu Prasad and A. Bonala, “Enhanced weighting factor selection for predictive torque control of induction motor drive based on VIKOR method,” IET Electric Power Applicat., vol. 10, no. 9, pp. 877–888, June 2016. DOI: 10.1049/iet-epa.2016.0057.
   Web of Science ®Google Scholar
• K. Takahata and T. Miura, “Q-learning with Kalman filters,” 2019 IEEE International Conference on Big Data (Big Data), Os Angeles, CA, USA, December 2019, pp. 2939–2947, DOI: 10.1109/BigData47090.2019.9006401.
   Google Scholar