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Sensorless Direct Torque Controlled Induction Motor Drive Utilizing Extended Kalman Filtered Rf-Mras Cover

Sensorless Direct Torque Controlled Induction Motor Drive Utilizing Extended Kalman Filtered Rf-Mras

Open Access
|Dec 2025

Figures & Tables

Fig. 1.

Sensorless DTC IM drive using KF-based RF-MRAS
Sensorless DTC IM drive using KF-based RF-MRAS

Fig. 2.

Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=0.12.
Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=0.12.

Fig. 3.

Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=0.52
Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=0.52

Fig. 4.

Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=12
Motor speeds at ωm,ref = 5π/3 rad/s, δp2=δm2=12

Fig. 5.

Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=0.12
Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=0.12

Fig. 6.

Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=0.52
Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=0.52

Fig. 7.

Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=12
Motor speeds at ωm,ref = 10π rad/s, δp2=δm2=12

Fig. 8.

Motor speeds at ωm,ref = 5π/3 rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12
Motor speeds at ωm,ref = 5π/3 rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12

Fig. 9.

Motor speeds at ωm,ref = 10π rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12
Motor speeds at ωm,ref = 10π rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12

Fig. 10.

RSD at ωm,ref = 5π/3 rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12
RSD at ωm,ref = 5π/3 rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12

Fig. 11.

RSD at ωm,ref = 10π rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12
RSD at ωm,ref = 10π rad/s: case 1 (upper): δp2=0.12, δm2=12 and case 2 (lower): δp2=12, δm2=0.12

Fig. 12.

Stator currents at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12
Stator currents at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12

Fig. 13.

Stator currents at ωm,ref = 5π/3 rad/s, δp2=12, δm2=0.12
Stator currents at ωm,ref = 5π/3 rad/s, δp2=12, δm2=0.12

Fig. 14.

Stator currents at ωm,ref = 10π rad/s, δp2=12, δm2=12
Stator currents at ωm,ref = 10π rad/s, δp2=12, δm2=12

Fig. 15.

Stator currents at ωm,ref = 10π rad/s, δp2=12, δm2=0.12
Stator currents at ωm,ref = 10π rad/s, δp2=12, δm2=0.12

Fig. 16.

Stator fluxes at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12
Stator fluxes at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12

Fig. 17.

Stator fluxes at ωm,ref = 10π rad/s, δp2=0.12, δm2=12
Stator fluxes at ωm,ref = 10π rad/s, δp2=0.12, δm2=12

Fig. 18.

Rotor fluxes of reference model at ωm,ref = 5π/3 rad/s, δp2=0.12, δm 2=12
Rotor fluxes of reference model at ωm,ref = 5π/3 rad/s, δp2=0.12, δm 2=12

Fig. 19.

Rotor fluxes of reference model at ωm,ref = 10π rad/s, δp2=0.12, δm2=12
Rotor fluxes of reference model at ωm,ref = 10π rad/s, δp2=0.12, δm2=12

Fig. 20.

Rotor fluxes of the adaptive model at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12
Rotor fluxes of the adaptive model at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12

Fig. 21.

Rotor fluxes of the adaptive model at ωm,ref = 10π rad/s, δp2=0.12, δm2=12
Rotor fluxes of the adaptive model at ωm,ref = 10π rad/s, δp2=0.12, δm2=12

Fig. 22.

Adaptive sginal at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12
Adaptive sginal at ωm,ref = 5π/3 rad/s, δp2=0.12, δm2=12

Fig. 23.

Adaptive sginal at ωm,ref = 10π rad/s, δp2=0.12, δm2=12
Adaptive sginal at ωm,ref = 10π rad/s, δp2=0.12, δm2=12

ITAEn × 10−2 [s2] at ωm,ref = 10π rad/s

δp2δm2 = 0.12δm2 = 0.52δm2 = 1.02
NFKFNFKFNFKF
0.120.590.497.842.7830.67.53
0.527.807.5310.97.4131.615.6
1.0230.630.331.526.543.328.9

MARSD at ωm,ref = 5π/3 rad/s

δp2δm2 = 0.12δm2 = 0.52δm2 = 1.02
NFKFNFKFNFKF
0.120.180.171.540.476.301.26
0.521.461.402.071.386.032.99
1.025.815.755.854.787.855.54

ITAEn × 10−2 [s2] at ωm,ref = 5π/3 rad/s

δp2δm2 = 0.12δm2 = 0.52δm2 = 1.02
NFKFNFKFNFKF
0.123.132.4647.016.018544.7
0.5247.145.465.844.819194.6
1.02185183191160262175

MARSD at ωm,ref = 10π rad/s

δp2δm2 = 0.12δm2 = 0.52δm2 = 1.02
NFKFNFKFNFKF
0.120.030.030.270.081.020.23
0.520.230.220.350.261.080.52
1.020.930.920.940.791.360.91

Induction motor parameters

SymbolQuantityValue
RsStator resistance3.179Ω
npNumber of pole pairs2
Ls = LrStator & rotor inductances0.209H
LmMagnetizing inductance0.192H
RrRotor resistance2.118Ω
PnRated power2200W
ωm,nRated speed142π/3 rad/s
Te,nRated torque14.8N·m
JmMoment of inertia0.0047kg·m2
DOI: https://doi.org/10.2478/ama-2025-0063 | Journal eISSN: 2300-5319 | Journal ISSN: 1898-4088
Language: English
Page range: 548 - 555
Submitted on: Oct 30, 2024
Accepted on: Sep 24, 2025
Published on: Dec 19, 2025
Published by: Bialystok University of Technology
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2025 Hau Huu VO, Dung Quang NGUYEN, Pavel BRANDSTETTER, published by Bialystok University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.