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A comprehensive resource providing basic principles and state-of-the art developments in sensorless control technologies for permanent magnet synchronous machine drives Sensorless Control of Permanent Magnet Synchronous Machine Drives highlights the global research achievements over the last three decades and the sensorless techniques developed by the authors and their colleagues, and covers sensorless control techniques of permanent magnet machines, discussing issues and solutions. Many worked application examples are included to aid in practical understanding of concepts. Written by two pioneering authors in the field, Sensorless Control of Permanent Magnet Synchronous Machine Drives covers sample topics such as: * Permanent magnet brushless AC and DC drives * Single three-phase, dual three-phase, and open winding machines * Modern control theory based sensorless methods, covering model reference adaptive system, sliding mode observer, extended Kalman filter, and model predictive control * Flux-linkage and back-EMF based methods for non-salient machines, and active flux-linkage and extended back-EMF methods for salient machines * Pulsating and rotating high frequency sinusoidal and square wave signal injection methods with current or voltage response, at different reference frames, and selection of amplitude and frequency for injection signal * Sensorless control techniques based on detecting third harmonic or zero-crossings of back-EMF waveforms * Parasitic effects in fundamental and high frequency models, impacts on position estimation, and compensation schemes, covering cross-coupling magnetic saturation, load effect, machine saliency and multiple saliencies, inverter non-linearities, voltage and current harmonics, parameter asymmetries, and parameter mismatches * Techniques for rotor initial position estimation, magnetic polarity detection, and transition between low and high speeds Describing basic principles, examples, challenges, and practical solutions, Sensorless Control of Permanent Magnet Synchronous Machine Drives is a highly comprehensive resource on the subject for professionals working on electrical machines and drives, particularly permanent magnet machines, and researchers working on electric vehicles, wind power generators, household appliances, and industrial automation.

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IEEE Press Editorial BoardSarah Spurgeon, Editor in Chief

Jón Atli Benediktsson

Behzad Razavi

Jeffrey Reed

Anjan Bose

Jim Lyke

Diomidis Spinellis

James Duncan

Hai Li

Adam Drobot

Amin Moeness

Brian Johnson

Tom Robertazzi

Desineni Subbaram Naidu

Ahmet Murat Tekalp

Sensorless Control of Permanent Magnet Synchronous Machine Drives

Zi Qiang Zhu

and

Xi Meng Wu

University of Sheffield, UK

IEEE Press Series on Control Systems Theory and Applications

Maria Domenica Di Benedetto, Series Editor

Copyright © 2024 by The Institute of Electrical and Electronics Engineers, Inc. All rights reserved.

Published by John Wiley & Sons, Inc., Hoboken, New Jersey.Published simultaneously in Canada.

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About the Authors

Professor Zi Qiang Zhu received the BEng and MSc degrees from Zhejiang University, Hangzhou, China, in 1982 and 1984, respectively, and the Ph.D. degree from The University of Sheffield, Sheffield, U.K., in 1991, all in electrical engineering.

After working as Lecturer/Assistant Lecturer at Zhejiang University from 1984 to 1988, he has been with The University of Sheffield since 1988, initially as Visiting Research Fellow sponsored by the British Council (1988–1989), then Research Associate working with Philips (1989‐1992), Senior Research Scientist/Officer––an established university post (1992–2000), Professor (2000–present), Royal Academy of Engineering/Siemens Research Chair (2014–present), and Head of the Electrical Machines and Drives Research Group (2008–present). As the Founding Director, he has helped several industries in establishing their research centers, most notably, Siemens Gamesa Renewable Energy Research Center at Sheffield (2009–present) and Midea Electrical Machines and Control Research Centers at Shanghai and Sheffield (2010–present).

His research interests include design and control of permanent magnet brushless machines and drives for applications ranging from electrified transportation (electric vehicles, fast trains, and more electric aircraft) to domestic appliances to wind power generation. He has published more than 1400 papers, including more than 550 for IEEE Transactions and IET Proceedings.

He is a Fellow of the Royal Academy of Engineering, UK; Institute of Electrical and Electronics Engineers (IEEE), USA; Institution of Engineering and Technology (IET), UK; and Chinese Society for Electrical Engineering (CSEE), China. He is the recipient of the 2019 IEEE Industry Applications Society Outstanding Achievement Award and the 2021 IEEE Nikola Tesla Award.

Dr Xi Meng Wu received the BEng degree in electrical engineering and automation from Hefei University of Technology, Hefei, China, in 2011, and MSc and PhD degrees in electrical engineering from The University of Sheffield, Sheffield, UK in 2016 and 2020, respectively. Since 2020, he has been a Postgraduate Research Associate at the University of Sheffield associated with the Sheffield Siemens Gamesa Renewable Energy Research Centre. His research interests include control of permanent magnet synchronous machines.

Preface

Permanent magnet (PM) synchronous machine (PMSM) drives, including PM brushless ac and dc drives, exhibit many advantages such as high efficiency and high torque density. A high‐performance PM brushless ac or dc drive needs accurate rotor position information. This is usually obtained by using a hardware rotor position sensor, such as a resolver, encoder, or Hall sensor. However, these sensors increase drive size and cost and reduce reliability, particularly in harsh environments. Therefore, it is desirable to replace hardware rotor position sensors with software‐based rotor position sensorless techniques.

This book aims to comprehensively describe sensorless control techniques of PMSM drives. We have strived to highlight the global research achievements and also many new techniques developed at the University of Sheffield. The basic principles and state‐of‐the‐art rotor position sensorless control techniques are explained, together with their challenges and practical solutions. The scope is very broad, and readers may find the summary diagram in section 1.7 useful.

Thirty years ago, sensorless control of PMSM drives had limited application and was mostly used for driving ventilation fans with brushless dc drives. However, over the last 10 years, the field has rapidly expanded. Today, numerous commercial products are using sensorless control techniques for a wide variety of applications, for example wind power generators, automotive compressors, water and oil cooling pumps, electric bicycles, drones, general purpose variable frequency drives, and household appliances (e.g. air‐conditioning and refrigerator compressors and fans, washing machines, dishwasher pumps, heat circulating pumps, and vacuum cleaners), as well as fault‐tolerance drives in electrified transportation and aerospace applications. Despite these successes, the use of sensorless control for applications that require high torque for rapid starting remains challenging. As the technology continues to evolve and improve, it is likely that sensorless control will find even broader applications, offering a reliable, cost‐effective, and efficient solution for a wide range of industrial and commercial needs.

Beginning in 1998, I have been working with my PhD students on various topics of sensorless control of PMSM drives. I would like to take this opportunity to thank them for their contributions, including J. Ede, J. X. Shen, Y. F. Shi, Y. Liu, Y. Li, L. M. Gong, J. M. Liu, T. C. Lin, A. H. Almarhoon, P. L. Xu, H. L. Zhan, X. M. Wu, L. Yang, B. Shuang, and T. Y. Liu. In particular, Dr. Xi Meng Wu, currently a post‐doctoral researcher at the University of Sheffield and the co‐author of this book, has made significant contributions to sensorless control, especially the novel techniques for initial rotor position detection.

I would like to acknowledge the pioneering work on sensorless control of PMSM drives by Professor Robert D. Lorenz at University of Wisconsin‐Madison, USA, Professor Seung‐Ki Sul at Seoul National University, South Korea, and Professor Fernando Briz and Professor David Reigosa at University of Oviedo, Spain, as well as Professor Nobuyuki Matsui, Dr. Zhiqian Chen, Professor Shigeo Morimoto, Professor Ion Boldea, and Professor Kaushik Rajashekara, and others.

I dedicate my thanks to our sponsors, including the UK government, particularly the UK EPSRC Prosperity Partnership (“A New Partnership in Offshore Wind” under Grant No. EP/R004900/1), and our partners in industry such as Siemens Gamesa Renewable Energy Ltd. on wind power, Midea group on household appliances, Nissan and Toyota group on electric vehicles.

My co‐author and I sincerely hope this book will be useful to industrial engineers and researchers, university professionals, post‐doctoral researchers, and students alike.

Professor Zi Qiang Zhu

FREng, FIEEE, FIET, FCSEE

University of Sheffield, UK

List of Abbreviations

ac

Alternating current

AD

Analog to digital

ADC

Analog‐to‐digital converter

AF

Active flux

ANF

Adaptive notch filter

BDS

Boundary selection strategy

BLAC

Brushless ac

BLDC

Brushless dc

BPF

Band‐pass filter

CCS‐MPC

Continuous‐control‐set model predictive control

CM

Current model

CMV

Common mode voltage

CPU

Central processing unit

dc

Direct current

DEA

Differential evolution algorithm

DFT

Discrete Fourier transform

DQZ

Direct‐quadrature‐zero

DSP

Digital signal processor

DTC

Direct torque control

DTP‐PMSM

Dual three‐phase permanent magnet synchronous machine

EEMF

Extended electromotive force

EKF

Extended Kalman filter

EMF

Electromotive force

FCS‐MPC

Finite‐control‐set model predictive control

FE

Finite element

FEA

Finite element analysis

FO

Flux‐linkage observer

FOC

Field oriented control

HF

High frequency

HPF

High‐pass filter

INFORM

Indirect flux detection by online reactance measurement

IPM

Interior PM

IPMSM

Interior permanent magnet synchronous machine

LDF

Lower‐diode freewheeling

LMS

Least‐mean‐squares

LPF

Low‐pass filter

LUT

Look‐up table

MMF

Magneto‐motive force

MPC

Model predictive control

MRAS

Model reference adaptive system

MTPA

Maximum torque per ampere

OW‐PMSM

Open‐winding permanent magnet synchronous machine

PI

Proportional integral

PLL

Phase‐locked loop

PM

Permanent magnet

PMSM

Permanent magnet synchronous machine

PO

Position observer

PWM

Pulse width modulation

QSG

Quadrature signal generator

RSA

Reliable selection area

RVD

Resistance voltage divider

SMO

Sliding mode observer

SNR

Signal‐to‐noise ratio

SOA

Safe operating area

SOGI

Second order generalized integrator

SPM

Surface‐mounted PM

SPMSM

Surface‐mounted permanent magnet synchronous machine

SSOA

Sensorless safe operation area

STP‐PMSM

Single three‐phase permanent magnet synchronous machine

SVPWM

Space vector pulse width modulation

THD

Total harmonic distortion

UDF

Upper‐diode freewheeling

VC

Vector control

VM

Voltage model

VSD

Vector space decomposition

VSI

Voltage source inverter

ZCD

Zero‐crossing detection

ZCP

Zero‐crossing point

ZSC

Zero sequence current

ZSV

Zero sequence voltage

ZVC

Zero vector current

ZVCD

Zero vector current derivative

List of Symbols

Symbol

Description

Unit

A

ac

Amplitude of injected ac current reference

A

A

d

,2

f

,

A

q

,2

f

Amplitudes of second order harmonic of

d

‐ and

q

‐axis estimated back‐EMFs

V

A

mp

Amplitude of third harmonic flux‐linkage

Wb

Amp

_

i

A

h

,

Amp

_

i

B

h

,

Amp

_

i

C

h

Amplitudes of three‐phase HF currents

A

B

Viscous damping factor

Ns/m

B

3

Amplitude of third harmonic component of excitation flux density

T

D

Duty ratio

E

A

(

s

),

E

B

(

s

),

E

C

(

s

)

Three‐phase back‐EMFs after Laplace transform

V

e

A

,

e

B

,

e

C

Three‐phase back‐EMFs

V

e

A5

,

e

B5

,

e

C5

Three‐phase fifth order harmonic back‐EMFs

V

e

A7

,

e

B7

,

e

C7

Three‐phase seventh order harmonic back‐EMFs

V

E

a

,

d

,

E

a

,

q

dq

‐axis back‐EMFs of active flux model

V

e

c

Back‐EMF of current model

V

,

Estimated

d

‐ and

q

‐axis back‐EMFs

V

,

dc components of

d

‐ and

q

‐axis estimated back‐EMFs

V

,

Second order harmonic of

d

‐ and

q

‐axis estimated back‐EMFs

V

E

ex

Extended back‐EMF

V

,

Estimated

d

‐ and

q

‐axis extended back‐EMFs

V

E

ex

_

imp

Improved extended back‐EMF

V

E

ex

1

Equivalent extended back‐EMF of DTP‐PMSM

V

e

ex

,

α

,

e

ex

,

β

α

‐ and

β

‐axis extended back‐EMFs

V

e

H

,

e

L

,

e

O

High‐level, low‐level, and floating phase back‐EMFs

V

E

m

Peak value of phase back‐EMF

V

E

m

3

Amplitude of third harmonic back‐EMF

V

e

α

,

e

β

α

‐ and

β

‐axis back‐EMFs

V

e

0

Zero sequence back‐EMF

V

Estimated zero sequence back‐EMF

V

E

3

Amplitude of third harmonic back‐EMF

V

e

3_

set

1

,

e

3_

set

2

Third harmonic back‐EMFs in two sets

V

e

3_

set

1

,

e

9_

set

1

,

e

15_

set

1

Third, ninth, and fifteenth harmonic back‐EMFs of first set of DTP‐PMSM

V

e

3_

set

2

,

e

9_

set

2

,

e

15_

set

2

Third, ninth, and fifteenth harmonic back‐EMFs of second set of DTP‐PMSM

V

e

9

Ninth order harmonic back‐EMF

V

e

15

Fifteenth order harmonic back‐EMF

V

f

e

Electrical rotor frequency

Hz

f

h

Frequency of injected high‐frequency voltage signal

Hz

f

 (Δ

θ

)

Position error signal

I

*

Amplitude of extra injected current signal

A

I

A

(

s

),

I

B

(

s

),

I

C

(

s

)

Three‐phase currents after Laplace transform

A

i

A

,

i

B

,

i

C

Three‐phase stator currents

A

, ,

Three‐phase primary current response peak values

A

, ,

Three‐phase secondary current response peak values

A

i

ABC

h

Three‐phase high‐frequency current responses

A

I

AD

_

error

Disturbance current vector due to current measurement error

A

I

d

,

I

q

Amplitudes of

dq

‐axis currents

A

i

d

,

i

q

d

‐ and

q

‐axis currents

A

,

Estimated

d

‐ and

q

‐axis currents

A

i

dc

dc‐link current

A

dc‐link current reference

A

,

Estimated

d

‐ and

q

‐axis ac current components

A

i

d

,

CM

,

i

q

,

CM

d

‐ and

q

‐axis currents of current model

A

,

Estimated

d

‐ and

q

‐axis dc current components

A

i

df

,

i

qf

Fundamental

d

‐ and

q

‐axis currents

A

,

Amplitudes of estimated

dq

‐axis high‐frequency currents

A

i

dh

,

i

qh

d

‐and

q

‐axis high‐frequency currents

A

,

Estimated

d

‐ and

q

‐axis high‐frequency currents

A

,

Virtual

d

‐ and

q

‐axis high‐frequency currents

A

References of

d

‐ and

q

‐axis currents

A

Predicted

d

‐ and

q

‐axis currents

A

Δ

I

error

Error between real and recorded currents

A

Extra injected current signal

A

i

H

,

i

L

,

i

O

High‐level, low‐level, and floating phase currents

A

I

m

Peak value of phase current

A

I

max

Maximum current response peak value

A

I

mean

Average current response peak value

A

I

n

Amplitude of negative sequence current response

A

i

n

Negative sequence current response

A

Estimated negative sequence current response

A

Amplitude of negative sequence current response of square‐wave injection

A

,

Estimated

d

‐ and

q

‐axis negative sequence current responses

A

I

neg

_

α

,

I

neg

_

β

α

‐ and

β

‐axis components of negative sequence HF current

A

I

p

Amplitude of positive sequence current response

A

i

p

Positive sequence current response

A

Amplitude of positive sequence current response of square‐wave injection

A

I

pos

_

α

,

I

pos

_

β

α

‐ and

β

‐axis components of positive sequence HF current

A

I

q

_

MAX

Maximum

q

‐axis current

A

I

qu

Quantum current of analog‐to‐digital converter

A

I

real

Real current

A

I

record

Recorded current

A

I

s

Amplitude of stator current

A

i

s

Stator currents

A

Δ

I

th

Threshold current value

A

i

X

,

i

Y

,

i

Z

Phase currents of second winding set of DTP‐PMSM

A

i

X

f

Fundamental current in arbitrary phase

A

i

X

h

High‐frequency current in arbitrary phase

A

i

z

1

z

2

Stator current in

z

1

z

2

subspaces

A

i

α

,

i

β

α

‐ and

β

‐axis currents

A

,

α

‐ and

β

‐axis estimated currents

A

Δ

i

α

, Δ

i

β

α

‐ and

β

‐axis current estimation errors

A

I

αβh

Amplitudes of

α

‐and

β

‐axis high‐frequency currents

A

i

αβh

α

‐ and

β

‐axis high‐frequency currents

A

α

‐ and

β

‐axis high‐frequency currents before compensating positive current

A

α

‐ and

β

‐axis high‐frequency currents after compensating for positive current

A

I

0

Amplitude of dc component of three‐phase current responses

A

i

0

Zero sequence current

A

I

2

Amplitude of second order harmonic component of three‐phase current responses

A

i

2

nd

Secondary positive sequence harmonics in HF current response

A

J

Inertia

kg.m

2

k

c

Compensation factor for cross‐coupling inductances

mH/A

K

i

Integration gain of PI controller

Deviation factor of

q

‐axis inductance

rad/A

Deviation factor of

q

‐axis self‐inductance in Set 1

rad/A

Deviation factor of

q

‐axis mutual-inductance between two sets

rad/A

K

p

Proportional gain of PI controller

k

p

3

,

k

d

3

,

k

s

3

Coil pitch factor, distribution factor, and skew factor for third harmonic

K

R

Equivalent gain of resistance voltage divider

k

r

Compensation factor for cross‐coupling error angle

rad/A

,

Deviation factors of resistance and

q

‐axis equivalent inductance

rad/A

k

w

3

Winding factor for third harmonic

K

ω

Slope of back‐EMF envelope around ZCP

V

L

Phase self‐inductance of BLDC

mH

Δ

L

Asymmetric inductance

mH

L

AA

,

L

BB

,

L

CC

Three‐phase self‐inductances

mH

Δ

L

AB

, Δ

L

BC

, Δ

L

CA

Three‐phase inductance asymmetric errors of BLDC

mH

L

c

Second order harmonic amplitude of sine inductance term in self‐inductance

mH

L

D

,

L

Q

Equivalent

d

‐ and

q

‐axis inductances of DTP‐PMSM

mH

L

d

,

L

q

d

‐ and

q

‐axis self‐inductances

mH

,

Nominal values of

d

‐ and

q

‐axis inductances

mH

Δ

L

d

, Δ

L

q

Mismatch values of

d

‐ and

q

‐axis inductances

mH

L

dh

,

L

qh

dq

‐axis incremental self‐inductances

mH

L

dq

,

L

qd

Cross‐coupling

dq

‐axis inductances

mH

L

dqh

,

L

qdh

Cross‐coupling

dq

‐axis incremental inductances

mH

L

d

1

,

L

d

2

,

L

q

1

,

L

q

2

d‐

and

q

‐axis self‐inductances of two winding sets

mH

L

eq

Equivalent inductance

mH

L

H

,

L

L

High‐ and low‐level inductances

mH

L

Δ

h

Amplitude of

h

th spatial inductance

mH

L

lm

Boundary inductance

mH

L

ls

Leakage self‐inductance

mH

L

MAX

,

L

MIN

Maximum and minimum inductances

mH

L

n

Negative sequence inductance

mH

L

p

Positive sequence inductance

mH

L

qds

Approximated cross‐coupling inductances

mH

L

sa

Average between

d

‐ and

q

‐axis incremental inductances

mH

L

sd

Difference of

d

‐ and

q

‐axis incremental inductances

mH

L

sj

,

L

sk

j

th and

k

th order self‐inductances

mH

L

s

0

Average value of self‐inductance

Wb

L

s

2

Amplitude of second order harmonic component of self‐inductance

Wb

L

XX

,

L

YY

,

L

ZZ

Three‐phase self‐inductances of first winding set in DTP‐PMSM

mH

L

αα

,

L

ββ

α

‐ and

β

‐axis self‐inductances

mH

L

0

Zero sequence inductance

mH

M

Phase mutual-inductance of BLDC

mH

M

AB

,

M

BA

,

M

AC

,

M

CA

,

M

BC

,

M

CB

Three‐phase mutual-inductances

mH

M

c

Second order harmonic amplitudes of sine inductance terms in mutual-inductances

mH

M

d

12

,

M

d

21

,

M

q

12

,

M

q

21

d‐

and

q

‐axis mutual-inductances between two winding sets

mH

Δ

M

q

21

, Δ

M

q

12

Deviation values of

q

‐axis inductances between two sets

mH

M

sj

,

M

sk

j

th and

k

th order mutual-inductances

mH

M

s

0

Average value of mutual-inductance

Wb

M

s

2

Second order harmonic of mutual-inductance

Wb

M

XY

,

M

YX

,

M

YZ

,

M

ZY

,

M

ZX

,

M

XZ

Three phase mutual-inductances of second winding set in DTP‐PMSM

mH

M

αβ

,

M

βα

α

‐ and

β

‐axis mutual-inductances

mH

N

s

Number of sample points

P

(

k

)

Covariance matrix of EKF

P

Number of pole pairs

p

Derivative operator

Q

(

k

),

R

(

k

)

Covariances of process noise and measurement noise of EKF

R

Phase resistance of BLDC

Ω

Δ

R

A

, Δ

R

B

, Δ

R

C

Asymmetric resistances components

Ω

Δ

R

ave

dc offset due to resistance asymmetry

Ω

R

d

,

R

q

d

‐ and

q

‐axis resistances

Ω

R

dc

dc‐link resistance

Ω

R

dq

dq

‐axis mutual-resistance

Ω

R

eq

Equivalent resistance

Ω

R

N

Resistance of auxiliary resistor network

Ω

R

s

Phase resistance

Ω

Nominal value of phase resistance

Ω

Balanced part of three‐phase resistances

Ω

Δ

R

s

Mismatch value of phase resistance

Ω

R

X

h

Equivalent HF resistance of inverter in arbitrary phase

Ω

R

1

,

R

2

Nominal values of low and high side resistances of resistance voltage divider

Ω

,

Actual values of low and high side resistances of resistance voltage divider

Ω

S

Sliding mode surface

S

A

, S

B

, S

C

Switching states of three legs of VSI

t

Time

s

Δ

T

Period of injected square‐wave voltage signal

s

Δ

t

Time step

s

T

c

Time constant of LPF

s

t

d

Time interval of half cycle between two zero‐crossing points

s

t

dd

Turn‐off delay of power device

s

t

dt

Deadtime

s

t

du

Turn‐on delay of power device

s

T

inj

Period of extra injected current signal

s

T

i

1

,

T

i

2

Periods of first and second injected HF voltage signals

s

T

L

Load torque

Nm

T

m

_

BLAC

Electromagnetic torque of a BLAC machine

Nm

T

m

_

BLDC

Electromagnetic torque of a BLDC machine

Nm

T

opt

Optimal duration of voltage pulse

s

T

P

Duration of voltage pulse

s

t

period

Fundamental period

s

T

P

_

MAX

,

T

P

_

MIN

Maximum and minimum durations of voltage pulse

s

t

r

Remainder of division of time by injection period

s

T

s

Sampling period

s

t

φ

[

n

]

n

th time delay for commutation instant

s

t

θ

[

n

]

n

th ZCP time interval

s

T

0

Duration of zero voltage vector

s

T

1

Duration of voltage vector 1

s

T

2

Duration of voltage vector 2

s

t

23

,

t

34

,

t

45

,

t

25

,

t

52

,

t

56

,

t

61

,

t

12

Period between sectors

s

u

VA

,

u

VB

,

u

VC

Three‐phase vertical error correction common‐mode bias

V

u

1

,

u

2

,

u

3

,

u

4

,

u

5

,

u

6

Zero‐crossing thresholds

V

Δ

V

Average terminal voltage error

V

v

A

,

v

B

,

v

C

Three‐phase stator voltages

V

Δ

v

AB

, Δ

v

BC

, Δ

v

CA

Three‐phase horizontal voltage shifts

V

V

AD

Maximum sampling voltage

V

V

AG

(

s

),

V

BG

(

s

),

V

CG

(

s

)

Three‐phase terminal voltages after Laplace transform

V

v

AG

,

v

BG

,

v

CG

Voltage between phase terminal and ground

V

v

A

h

,

v

B

h

,

v

C

h

Injected three‐phase HF voltages

V

v

AN

,

v

BN

,

v

BN

Phase voltages of a PM machine in ABC reference frame

V

Acquired phase B terminal voltage

V

V

c

Amplitude of equivalent voltage source

V

v

d

,

v

q

d

‐ and

q

‐axis voltages

V

,

Estimated

d

‐ and

q

‐axis voltages

V

V

dc

dc‐link voltage

V

Δ

V

dc

dc‐link voltage variation

V

Estimated

d

‐axis feed‐forward voltage

V

v

dh

,

v

qh

d‐

and

q

‐axis high‐frequency voltages

V

,

Estimated

d

‐ and

q

‐axis high‐frequency voltages

V

,

Virtual

d

‐ and

q

‐axis high‐frequency voltages

V

v

dh

1

,

v

dh

2

First and second injected HF voltage signals

V

,

Voltages of voltage model

V

Δ

v

f

Fundamental disturbance voltage

V

Fundamental voltage reference solution

V

V

h

Amplitude of injected high‐frequency voltage

V

Δ

V

H

(

s

)

Voltage shift caused by asymmetric parameters after Laplace transform

V

Δ

v

H

Horizontal voltage shift

V

Δ

v

h

High‐frequency disturbance voltage

V

High‐frequency voltage signal reference

V

v

HG

,

v

LG

High‐level and low‐level terminal voltages

V

Δ

v

HL

Voltage error caused by asymmetric parameters

V

V

h

1

,

V

h

2

Amplitudes of first and second injected HF voltage signals

V

v

(

k

)

Measurement noise

V

v

N

Neutral voltage

V

V

NG

(

s

)

Zero sequence voltage after Laplace transform

V

V

N1N2

Amplitude of zero sequence HF voltage of DTP‐PMSM

V

v

N1N2

Zero sequence HF voltage of DTP‐PMSM

V

V

P

Magnitude of voltage pulse

V

V

P

_

MAX

,

V

P

_

MIN

Maximum and minimum magnitudes of voltage pulse

V

V

RL

Voltage drop on winding resistance and inductance

V

Amplitude of voltage reference

V

Voltage reference vector

V

v

SM

Voltage between network central point and capacitor mid‐point

V

Upper envelope of measured virtual third harmonic voltage

V

v

SN