Design and field programmable gate array implementation of cascade neural network based flux estimator for speed estimation in induction motor drives

A Venkadesan, S Himavathi… - IET Electric Power …, 2017 - Wiley Online Library
This study presents design and hardware implementation of cascade neural network (NN)
based flux estimator using field programmable gate array (FPGA) for speed estimation in …

Induction motor drive with field-oriented control and speed estimation using feedforward neural network

J Bača, D Kouřil, P Palacký… - 2020 21st International …, 2020 - ieeexplore.ieee.org
The paper presents the results of our research on the use of artificial neural networks for
sensorless control of induction motor drives. A feedforward artificial neural network with one …

A novel NN based rotor flux MRAS to overcome low speed problems for rotor resistance estimation in vector controlled IM drives

V Arunachalam, H Srinivasan, A Muthuramalingam - Frontiers in Energy, 2016 - Springer
This paper presents a new neural network based model reference adaptive system (MRAS)
to solve low speed problems for estimating rotor resistance in vector control of induction …

Novel neural network based speed estimator for multilevel inverter fed sensorless field oriented controlled IM drive

A Venkadesan, K Sedhuraman - Energy Systems, 2020 - Springer
In this paper, a new reference model adaptive system based speed estimator is proposed for
multilevel inverter fed sensorless field oriented controlled induction motor drive. The …

A simple cascade NN based flux estimator to overcome low speed problems in sensor-less direct vector controlled IM drives

A Venkadesan, S Himavathi… - Power Electronics and …, 2015 - Springer
The performance of sensor-less direct vector controlled IM drives to a large extent depends
on the accuracy of field angle and resultant flux estimation. This in turn depends on the …

A New Approach for Flux Computation Using Intelligent Technique for Direct Flux Oriented Control of Asynchronous Motor

A Venkadesan, K Sedhuraman… - … for Electric and …, 2020 - Wiley Online Library
The accurate estimation of magnitude and angle of flux is vital for good performance of
Direct Flux/Field Oriented Control (DFOC) of Asynchronous Motor (AM)/Induction Motor (IM) …

An Effective Technique for Controlling the Speed of Sensorless Induction Motor Through Modified EKF

C Kamal Basha, S Mohan Krishna - … Conference on SCI 2018, Volume 2, 2019 - Springer
The major advantages of sensorless induction motor drives are reliability and low cost due
to exclusion of sensors. The sensorless schemes proceed with the speed estimate and other …

[PDF][PDF] Dynamic Simulation of Robust Sensorless Speed Measurement in IM Using MRAC against Variations in Stator Resistance and Rotor-Time Constant

S Mandarapu, S Lolla, MC Popuri - Citeseer
This paper proposes a Model Reference Adaptive Control (MRAC) which makes use of both
back EMF and Reactive Power methods for sensorless rotor speed measurement against …

[引用][C] Robust MRAS Based Sensorless Rotor Speed Measurement of Induction Motor against Variations in Stator Resistance Using Combination of Back Emf and …

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