The graphical abstract shows the experimental setup to validate the proposed deep learning-based parameters estimation methods for the PMSM. The three-phase two-level inv...
Abstract:
This paper presents a novel method for real-time identification of four parameters of the permanent magnet synchronous machines (PMSM) namely stator resistance, d-axis in...Show MoreMetadata
Abstract:
This paper presents a novel method for real-time identification of four parameters of the permanent magnet synchronous machines (PMSM) namely stator resistance, d-axis inductance, q-axis inductance and the rotor flux linkage. The proposed method is based on the utilization of the deep neural network to solve the problems of the existing model-based parameter estimation methods, which are caused by the non-linearity of the inverter and the inaccuracy of the measured rotor position. Extensive numerical simulations and experimental studies have been conducted to evaluate the robustness and the accuracy of the proposed online parameters identification solution, compared with the conventional methods such as recursive least square, extended Kalman filter and Adaline neural network.
The graphical abstract shows the experimental setup to validate the proposed deep learning-based parameters estimation methods for the PMSM. The three-phase two-level inv...
Published in: IEEE Access ( Volume: 12)
Funding Agency:
Faculty of Control Engineering, Le Quy Don Technical University, Hanoi, Vietnam
School of Science Engineering and Technology, RMIT University, Ho Chi Minh City, Vietnam
Minh Xuan Bui (Member, IEEE) received the bachelor’s degree in industrial automatics from Hanoi University of Science and Technology, Vietnam, in 2005, the master’s degree in electrical engineering from The University of Queensland, Australia, in 2010, and the Ph.D. degree in electrical engineering from the University of New South Wales, Australia, in 2019. His research interests include power electronic and drive systems...Show More
Minh Xuan Bui (Member, IEEE) received the bachelor’s degree in industrial automatics from Hanoi University of Science and Technology, Vietnam, in 2005, the master’s degree in electrical engineering from The University of Queensland, Australia, in 2010, and the Ph.D. degree in electrical engineering from the University of New South Wales, Australia, in 2019. His research interests include power electronic and drive systems...View more
School of Electrical and Telecommunications, University of New South Wales, Sydney, NSW, Australia
Rukmi Dutta (Senior Member, IEEE) received the Bachelor of Engineering degree in electrical engineering from Assam Engineering College, Guwahati University, Guwahati, India, in 1996, and the Ph.D. degree in electrical engineering from the University of New South Wales (UNSW), Sydney, NSW, Australia, in 2007. She is currently an Associate Professor with UNSW. Her research interests include permanent magnet machine design a...Show More
Rukmi Dutta (Senior Member, IEEE) received the Bachelor of Engineering degree in electrical engineering from Assam Engineering College, Guwahati University, Guwahati, India, in 1996, and the Ph.D. degree in electrical engineering from the University of New South Wales (UNSW), Sydney, NSW, Australia, in 2007. She is currently an Associate Professor with UNSW. Her research interests include permanent magnet machine design a...View more
School of Electrical and Telecommunications, University of New South Wales, Sydney, NSW, Australia
Faz Rahman (Life Fellow, IEEE) received the B.Sc.Eng. degree from Bangladesh University of Engineering and Technology, in 1972, and the M.Sc. and Ph.D. degrees from The University of Manchester, U.K., in 1975 and 1978, respectively. He subsequently worked as a Systems Design Engineer with General Electric Projects Company, Rugby, U.K., for two years, and National University as a Senior Lecturer for eight years. He is curr...Show More
Faz Rahman (Life Fellow, IEEE) received the B.Sc.Eng. degree from Bangladesh University of Engineering and Technology, in 1972, and the M.Sc. and Ph.D. degrees from The University of Manchester, U.K., in 1975 and 1978, respectively. He subsequently worked as a Systems Design Engineer with General Electric Projects Company, Rugby, U.K., for two years, and National University as a Senior Lecturer for eight years. He is curr...View more
Contents Faculty of Control Engineering, Le Quy Don Technical University, Hanoi, Vietnam
School of Science Engineering and Technology, RMIT University, Ho Chi Minh City, Vietnam
Minh Xuan Bui (Member, IEEE) received the bachelor’s degree in industrial automatics from Hanoi University of Science and Technology, Vietnam, in 2005, the master’s degree in electrical engineering from The University of Queensland, Australia, in 2010, and the Ph.D. degree in electrical engineering from the University of New South Wales, Australia, in 2019. His research interests include power electronic and drive systems and electrical machine designs.
Minh Xuan Bui (Member, IEEE) received the bachelor’s degree in industrial automatics from Hanoi University of Science and Technology, Vietnam, in 2005, the master’s degree in electrical engineering from The University of Queensland, Australia, in 2010, and the Ph.D. degree in electrical engineering from the University of New South Wales, Australia, in 2019. His research interests include power electronic and drive systems and electrical machine designs.View more
School of Electrical and Telecommunications, University of New South Wales, Sydney, NSW, Australia
Rukmi Dutta (Senior Member, IEEE) received the Bachelor of Engineering degree in electrical engineering from Assam Engineering College, Guwahati University, Guwahati, India, in 1996, and the Ph.D. degree in electrical engineering from the University of New South Wales (UNSW), Sydney, NSW, Australia, in 2007. She is currently an Associate Professor with UNSW. Her research interests include permanent magnet machine design and control, electromagnetic analysis of electric devices, renewable energy, and distributed generation.
Rukmi Dutta (Senior Member, IEEE) received the Bachelor of Engineering degree in electrical engineering from Assam Engineering College, Guwahati University, Guwahati, India, in 1996, and the Ph.D. degree in electrical engineering from the University of New South Wales (UNSW), Sydney, NSW, Australia, in 2007. She is currently an Associate Professor with UNSW. Her research interests include permanent magnet machine design and control, electromagnetic analysis of electric devices, renewable energy, and distributed generation.View more
School of Electrical and Telecommunications, University of New South Wales, Sydney, NSW, Australia
Faz Rahman (Life Fellow, IEEE) received the B.Sc.Eng. degree from Bangladesh University of Engineering and Technology, in 1972, and the M.Sc. and Ph.D. degrees from The University of Manchester, U.K., in 1975 and 1978, respectively. He subsequently worked as a Systems Design Engineer with General Electric Projects Company, Rugby, U.K., for two years, and National University as a Senior Lecturer for eight years. He is currently a Professor with the University of New South Wales, Australia. His research interests include power electronics, motor drives, and the design of electrical machines with PM excitation.
Faz Rahman (Life Fellow, IEEE) received the B.Sc.Eng. degree from Bangladesh University of Engineering and Technology, in 1972, and the M.Sc. and Ph.D. degrees from The University of Manchester, U.K., in 1975 and 1978, respectively. He subsequently worked as a Systems Design Engineer with General Electric Projects Company, Rugby, U.K., for two years, and National University as a Senior Lecturer for eight years. He is currently a Professor with the University of New South Wales, Australia. His research interests include power electronics, motor drives, and the design of electrical machines with PM excitation.View more