Adaptive neuro fuzzy inference system based decoupled control for neutral point clamped multi level inverter fed induction motor drive

被引：21

作者：

Dyanamina G. ^{[1
]}

Kakodia S.K. ^{[1
]}

机构：

[1] Department of Electrical Engineering, Maulana Azad National Institute of Technology, Bhopal

来源：

Chinese Journal of Electrical Engineering | 2021年 / 7卷 / 02期

关键词：

ANFIS; Induction motor drive; model reference adaptive system; neutral point clamped inverter; vector control;

D O I：

10.23919/CJEE.2021.000017

中图分类号：

学科分类号：

摘要：

The presence of an integrator in a reference model of a rotor flux-based model reference adaptive system (RF-MRAS) and non-linearity of the inverter in the output voltage degrade the speed response of the sensorless operation of the electric drive system in terms of DC drift, initial value issues, and inaccurate voltage acquisition. To improve the speed response, a compensating voltage component is supplemented by an amending integrator. The compensating voltage is a coalition of drift and offset voltages, and reduces DC drift and initial value issues. During low-speed operation, inaccurate voltage acquisition distorts the stator voltage critically, and it becomes considerable when the stator voltage of the machine is low. Implementing a three-level neutral point clamped inverter in speed-sensorless decoupled control of an induction motor improves the performance of the drive with superior quality of inverter output voltage. Further, the performance of the induction motor drive is improved by replacing the proportional-integral (PI) controller in the adaption mechanism of RF-MRAS with an adaptive neuro-fuzzy inference system (ANFIS) controller. A prototype model of the three-level neutral point clamped inverter (3L-NPC)-fed induction motor drive is fabricated in a laboratory, and its performance for a RF-MRAS, modified RFMRAS, and modified RFMRAS using ANFIS are compared using different benchmark tests. © 2017 CMP.

引用

页码：70 / 82

页数：12

共 35 条

[1]

Alsofyani I.M., Idris N.R.N., A review on sensorless techniques for sustainable reliablity and efficient variable frequency drives of induction motors, Renewable and Sustainable Energy Reviews, 24, pp. 111-121, (2013)

[2]

Reddy M.H.V., Gowri K.S., Reddy T.B., Et al., Effect of center voltage vectors (CVVs) of three-level space plane on the performance of dual inverter fed open end winding induction motor drive, Chinese Journal of Electrical Engineering, 5, 2, pp. 43-55, (2019)

[3]

Jiang D., Ning P., Lai R., Et al., Modular design method for motor drives, Chinese Journal of Electrical Engineering, 4, 1, pp. 1-10, (2018)

[4]

Tripathi A., Narayanan G., Torque ripple minimization in neutral-point-clamped three-level inverter fed induction motor drives operated at low-switching-frequency, IEEE Transactions on Industry Applications, 54, 3, pp. 2370-2380, (2018)

[5]

Hannan M.A., Ali J.A., Mohamed A., Et al., Optimization techniques to enhance the performance of induction motor drives: A review, Renewable and Sustainable Energy Reviews, 81, 2, pp. 1611-1626, (2018)

[6]

Giribabu D., Srivastava S.P., Pathak M.K., Modified reference model for rotor flux-based MRAS speed observer using neural network controller, IETE Journal of Research, 65, 1, pp. 80-95, (2019)

[7]

Liu C., Luo Y., Overview of advanced control strategies for electric machines, Chinese Journal of Electrical Engineering, 3, 2, pp. 53-61, (2017)

[8]

Zinger D.S., Profumo F., Lipo T.A., Et al., A direct field-oriented controller for induction motor drives using tapped stator windings, IEEE Transactions on Power Electronics, 5, 4, pp. 446-453, (1990)

[9]

Kakodia S.K., Dyanamina G., Field oriented control of three-level neutral point clamped inverter fed im drive, 9th Annual Information Technology, Electromechanical Engineering and Microelectronics Conference, pp. 24-29, (2019)

[10]

Kumar R., Das S., Syam P., Et al., Review on model reference adaptive system for sensorless vector control of induction motor drives, IET Electric Power Applications, 9, 7, pp. 496-511, (2015)

← 1 2 3 4 →