Neural speed–torque estimator for induction motors in the presence of measurement noise

S Verma, N Henwood, M Castella… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In this article, a neural network (NN) approach is introduced to estimate the nonnoisy speed
and torque from noisy measured currents and voltages in induction motors with variable …

Sensorless position estimation and control of permanent-magnet synchronous motors using a saturation model

AK Jebai, F Malrait, P Martin… - International Journal of …, 2016 - Taylor & Francis
Sensorless control of permanent-magnet synchronous motors at low velocity remains a
challenging task. A now well-established method consists of injecting a high-frequency …

Mathematical Model of a Three‐Phase Induction Machine in a Natural abc Reference Frame Utilizing the Method of Numerical Integration of Average Voltages at …

O Kuznyetsov - Mathematical Problems in Engineering, 2019 - Wiley Online Library
Recent advances in the real‐time simulation of electric machines are linked with the
increase in the operation speed of the numerical models retaining the calculation accuracy …

Modeling electrical motor dynamics using encoder-decoder with recurrent skip connection

S Verma, N Henwood, M Castella, F Malrait… - Proceedings of the AAAI …, 2020 - aaai.org
Electrical motors are the most important source of mechanical energy in the industrial world.
Their modeling traditionally relies on a physics-based approach, which aims at taking their …

Neural networks based speed-torque estimators for induction motors and performance metrics

S Verma, N Henwood, M Castella… - IECON 2020 The 46th …, 2020 - ieeexplore.ieee.org
This paper focuses on the quantitative analysis of deep neural networks used in data-driven
modeling of induction motor dynamics. With the availability of a large amount of data …

Multi-scale aggregation with self-attention network for modeling electrical motor dynamics

KC Huang, HH Yang, WT Chen - 2021 IEEE/RSJ International …, 2021 - ieeexplore.ieee.org
Modeling induction motor dynamics is a crucial problem in the industry. The previous works
mainly model the dynamics based on the physical model assumption and state equation …

Anisotropy-based position estimation approach for symmetrical dual three-phase permanent magnet synchronous machines

M Roetzer, U Vollmer, L Chen… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
This paper describes a position estimation approach based on high-frequency voltage
injections for dual three-phase permanent magnet synchronous machines (DTP-PMSM) …

An analysis of the benefits of signal injection for low-speed sensorless control of induction motors

P Combes, F Malrait, P Martin… - … Symposium on Power …, 2016 - ieeexplore.ieee.org
We analyze why low-speed sensorless control of the IM is intrinsically difficult, and what is
gained by signal injection. The explanation relies on the control-theoretic concept of …

Obtaining the current-flux relations of the saturated PMSM by signal injection

P Combes, F Malrait, P Martin… - IECON 2017-43rd …, 2017 - ieeexplore.ieee.org
This paper proposes a method based on signal injection to obtain the saturated current-flux
relations of a PMSM from locked-rotor experiments. With respect to the classical method …

Energy-based Modeling of a Permanent-magnet Synchronous Motor for Automotive Applications

F Porkert, T Lautenschlager - MTZ worldwide, 2021 - Springer
DEVELOPMENT FUncTIOnS InTEGRATIOn be emphasized that the described methods are
universally applicable to any machine topology, including switched reluctance and …