[PDF][PDF] Non-parametric induction motor rotor flux estimator based on feed-forward neural network

SN Mahsahirun, NRN Idris, ZM Yusof… - International Journal of …, 2022 - eprints.utm.my
The conventional induction motor rotor flux observer based on current model and voltage
model are sensitive to parameter uncertainties. In this paper, a non-parametric induction …

Offline artificial neural network rotor flux estimator for induction motor

SN Mahsahirun, ZM Yusof… - 2020 IEEE 2nd …, 2020 - ieeexplore.ieee.org
Rotor flux is an important parameter in field-oriented control of induction motor (IM). It can be
obtained through direct physical measurement at the air-gap or indirectly by using …

[PDF][PDF] An ANN based Rotor Flux Estimator for Vector Controlled Induction Motor Drive

DD Neema, PK Choudhary - International Journal of Electrical …, 2012 - academia.edu
Abstract Field Oriented Control (FOC), also known as vector control of induction motor drives
is very useful technique to obtain high performance speed response. Implementation of field …

Investigations on training algorithms for neural networks based flux estimator used in speed estimation of induction motor

SVBS Reddy, B Kumar… - 2019 6th International …, 2019 - ieeexplore.ieee.org
Estimation of exact speed information is must to have speed sensorless drive. This paper
presents an artificial neural network assisted speed estimator for induction motor drive. A …

A nonlinear observer for rotor flux estimation of induction motor considering the estimated magnetization characteristic

F Alonge, M Cirrincione, M Pucci… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
This paper proposes a nonlinear observer for induction machine drives based on space-
vector dynamic model of induction machine, expressed in state form, which presents the …

[PDF][PDF] Artificial Neural Based Speed and Flux Estimators for Induction Machine Drives with Matlab/Simulink. Mathematics 2022, 10, 1348

AAZ Diab, MA Elsawy, KA Denis, S Alkhalaf, ZM Ali - 2022 - academia.edu
In this paper, an Artificial Neural Network (ANN) for accurate estimation of the speed and flux
for induction motor (IM) drives has been presented for industrial applications such as electric …

Artificial neural based speed and flux estimators for induction machine drives with matlab/simulink

AAZ Diab, MA Elsawy, KA Denis, S Alkhalaf, ZM Ali - Mathematics, 2022 - mdpi.com
In this paper, an Artificial Neural Network (ANN) for accurate estimation of the speed and flux
for induction motor (IM) drives has been presented for industrial applications such as electric …

Artificial neural network based rotor flux estimation and fuzzy-logic sensorless speed control of an induction motor

TT Yetayew, RS Sinta - Advances of Science and Technology: 9th EAI …, 2022 - Springer
This paper aims to design rotor flux estimation based on artificial neural network (ANN) and
fuzzy-logic based sensor less speed control of control for an induction motor drive. Induction …

Induction motor flux estimation based on Artificial Neural Network left-inversion

H Zhang, X Dai - 2008 IEEE International Symposium on …, 2008 - ieeexplore.ieee.org
This paper presents a new rotor flux estimation algorithm using neural network for induction
motor, based on the left-inversion method. Using the standard fifth-order model of the three …

[PDF][PDF] Estimation of rotor flux using neural network observer in speed sensorless induction motor drive

CK Basha, M Suryakalavathi - International Journal of Computer …, 2013 - Citeseer
In speed sensorless controlled induction motor drive, the rotor flux based Model Reference
Adaptive System (MRAS) for is more popular. In MRAS, the voltage model equations are …