Int
ern
at
i
onal
Journ
al of
P
ower E
le
ctr
on
i
cs a
n
d
Drive
S
ystem
s
(
IJ
PEDS
)
Vo
l.
12
,
No.
3
,
Septem
be
r 2021
, pp.
1304
~
1314
IS
S
N:
20
88
-
8694
,
DOI: 10
.11
591/
ij
peds
.
v12.i
3
.
pp
1304
-
1314
1304
Journ
al h
om
e
page
:
http:
//
ij
pe
ds
.i
aescore.c
om
A
com
parative
s
t
udy
for
t
he
pe
rfo
rman
ce
operatio
n
of
electric
machi
ne
bas
ed
on
conven
tional
and
D
-
Q
theori
es
Sa
n
ab
el
M.
AL
-
H
ajzber
,
A
hmed
J.
Ali,
Alya
H.
AL
-
Rif
aie,
Ab
d
ull
ah
K.
S
hansh
al
Depa
rtment
of
E
le
c
tri
c
al
Pow
er
Te
chn
ique
s
E
ngi
nee
ring
,
Engi
ne
e
ring
t
ec
hni
cal
c
o
ll
eg
e
,
Mos
ul
Northe
rn
T
ec
hn
i
ca
l
Univer
sity
,
Ir
aq
Art
ic
le
In
f
o
ABSTR
A
CT
Art
ic
le
hist
or
y:
Re
cei
ved
Dec
12, 202
0
Re
vised
Jun
17
, 202
1
Accepte
d
J
ul
8
, 202
1
Induc
ti
on
mo
tors
ar
e
used
wid
el
y
in
industrial
app
lications,
tha
nks
to
th
ei
r
high
eff
icienc
y
and
r
e
li
abilit
y
which
n
omi
nates
it
as
a
g
ood
machin
e
use
d
in
var
ious
appl
i
ca
t
ion.
Bas
ed
on
the
appl
i
c
at
ion
and
accur
ac
y,
mode
l
ing
p
roc
esses
of
el
e
ct
ri
c
ma
ch
ines
are
carrie
d
out
using
diff
ere
n
t
ma
th
em
a
ti
c
al
m
et
hods.
The
most
co
mm
on
me
thod
for
mod
el
ing
elec
tri
c
al
ma
ch
ine
s
is
bas
ed
on
soluti
on
of
diff
ere
nt
ia
l
e
quat
ions
of
vol
t
age
s
as
wel
l
as
ca
l
cul
a
ti
ng
the
t
im
e
var
y
ing
self
-
inductances
and
the
mut
u
al
i
nduct
an
ce
s
base
d
on
the
roto
r
an
gle
.
One
of
the
most
i
mportant
fe
at
ure
s
of
t
his
m
et
hod
is
th
at
the
induc
t
ance
is
no
long
depe
nd
on
th
e
time
var
y
ing
voltage,
whi
ch
is
th
e
major
problem
fac
ing
the
conve
nt
iona
l
mo
del
.
But
the
D
-
Q
mode
l
ing
app
roa
ch
h
as
seve
r
a
l
probl
em
s,
the
gr
eate
st
of
w
hic
h
is
th
at
th
e
v
olt
ag
e
appl
i
ed
on
stat
or
must
be
bal
an
ce
d
in
addi
ti
on
to
th
e
f
ac
t
that
the
win
ding
ar
e
sinusoi
dal
d
istri
but
ed
f
orm.
H
ere
in
thi
s
rese
arc
h
is
f
ocuse
d
on
buil
d
two
models
of
a
3
-
Φ
induction
mot
or
(IM)
base
d
on
the
t
wo
analytica
l
a
pproa
che
s
and
com
par
e
them
to
c
la
ri
fy
the
diffe
ren
ce.
The
result
s
h
ave
b
een
show
n
tha
t
th
e
conve
n
ti
ona
l
mode
l
giv
es
more
a
cc
ur
at
e
r
esponse
when
it
is
appl
i
ed
in
both
nor
ma
l
an
d
upnorm
al
oper
ation.
MA
T
LAB/Sim
uli
nk
softar
e
is
used
to
construct
th
e
D
-
Q
and
cl
assic
al
abc
IM
mode
ls.
Ke
yw
or
d
s
:
Diff
e
re
ntial
eq
uations
D
-
Q
m
odel
Eq
uiv
al
ent
ma
gn
et
ic
ci
rc
uit
Finit
e
e
le
ment
method
Ind
uction
m
otors
This
is
an
open
acc
ess
arti
cl
e
un
der
the
CC
BY
-
SA
l
ic
ense
.
Corres
pond
in
g
Aut
h
or
:
Ahmed
J.
Ali
Dep
a
rtme
nt
of
Ele
ct
rical
Pow
er
Tec
hnolog
y
En
gin
eeri
ng
En
gin
eeri
ng
T
echn
ic
al
C
ollege
/M
osul
Northe
rn
Tec
hnic
al
U
niv
e
rsity
,
Ir
a
q
Emai
l:
ahme
d.
j
.ali
@n
tu
.edu.i
q
1.
INTROD
U
CTION
Ind
uction
mac
hin
e
with
mu
lt
i
ph
a
ses
hav
e
man
y
feature
s
com
par
e
d
with
cl
assic
al
typ
e
,
it
has
a
low
tor
qu
e
rip
ple,
f
ew
har
m
onic
s
com
pone
nts,
l
ow
val
ue
of
st
at
or
c
urre
nts
at
same
le
vel
of
phase
vo
lt
age
,
fau
lt
tolerant
a
bili
ty
is
great
er
an
d
m
or
e
reli
able.
In
a
dd
it
io
n,
it
has
the
abili
ty
to
sta
rt
if
ther
e
is
an
op
e
n
or
short
ci
rcu
it
at
one
of
the
sta
to
r
phases.
N
ow
a
da
ys
in
du
ct
io
n
machine
s
ha
ve
been
e
xtensi
ve
ly
us
e
d
in
du
s
tria
l
app
li
cat
io
ns
due
to
the
sim
ple
struct
ur
e,
reli
abili
ty,
hi
gh
e
ff
i
ci
ency
with
ac
cepted
powe
r
f
act
or
in
ad
diti
on
to
its
low
pri
ce
com
par
e
d
wit
h
permane
nt
ma
gn
et
a
nd
s
ynch
ron
ou
s
machi
ne
s.
D
ue
to
me
nt
ion
ed
featu
res
it
as
a
good
machi
ne
us
e
d
in
va
rio
us
ap
plica
ti
on
Also
it
can
be
us
e
d
in
unpre
dicta
ble
or
hug
ope
r
at
ing
co
ndit
ions
a
nd
did
not
af
fected
by
co
rrosio
n
and
t
her
e
are
no
sp
a
rk
l
os
ses
due
to
a
bs
e
nce
of
br
us
he
s
in
cage
ty
pe
r
oto
r
s.
T
he
gen
e
rated
el
ec
trom
a
gnet
ic
to
rque
is
cal
c
ulate
d
base
d
on
t
he
de
rivati
ve
of
the
sto
re
d
mag
netic
e
nergy
a
nd
relat
ive
to
the
angular
locat
io
n
of
the
r
ot
or
.
In
a
ddit
ion
,
it
is
po
s
sible
to
eval
uate
the
t
orq
ue
base
d
on
t
he
relat
ion
s
hip
be
tween
the
c
urre
nts
an
d
in
du
ct
a
nces.
T
his
ap
pr
oach
is
cal
le
d
t
he
el
ect
romag
ne
ti
c
cou
ple
d
ci
r
cuits
[1
]
-
[
4].
Evaluation Warning : The document was created with Spire.PDF for Python.
In
t J
P
ow Elec
& Dri S
ys
t
IS
S
N: 20
88
-
8
694
A com
pa
r
ative
stud
y
for
t
he p
erf
or
m
ance
operatio
n of ele
ct
ric
mach
i
ne
…
(
Sa
nabel M.
A
L
-
H
ajz
ber
)
1305
Diff
e
re
nt
ap
proach
e
s
ha
d
be
en
use
d
to
si
mu
la
te
s
the
dyna
mic
an
d
st
eady
sta
te
performa
nce
of
el
ect
rical
mach
ines.
One
of
t
he
widel
y
a
pproaches
us
e
d
to
c
on
st
ru
ct
t
he
operati
on
of
el
ect
ric
mac
hin
es
unde
r
healt
hy
a
nd
fa
ulty
c
onditi
ons
is
the
fi
nite
el
ement
met
hod
[5
]
-
[
8].
T
his
method
is
a
pp
l
ie
d
to
sim
ulate
s
the
el
ect
rical
an
d
mecha
nical
pa
rts
base
d
on
the
geomet
rical
dimensi
ons
an
d
t
ype
of
mate
rial
s
us
ed
to
buil
d
the
machine
.
It
is
a
lso
us
e
d
to
cal
c
ulate
the
el
ect
ri
cal
pa
rameter
s
of
el
ect
ric
mac
hin
es
acc
ur
at
e
by
s
olv
i
ng
nonl
inear
diff
e
re
ntial
equ
at
ions
on
a
s
pecified
reg
i
on
[9].
M
ore
ov
e
r
,
modeli
ng
me
thod
us
i
ng
t
he
equ
i
valent
ma
gn
et
ic
ci
rcu
it
is
al
so
ut
il
iz
ed,
wh
ic
h
dep
e
nds
on
the
cal
culat
ion
of
reluctance
s
f
or
po
s
sible
ma
gn
et
ic
flux
pat
hs
within
the
el
ect
rical
machine.
B
ut
this
method
has
s
ever
al
dr
a
wb
ac
ks
li
ke
ti
me
co
ns
um
ption
in
s
olu
ti
on
the
differentia
l
equ
at
io
ns
a
nd
require
d
an
ac
cur
at
e
in
f
orma
ti
on
a
bout
the
el
ect
ric
machi
nes,
w
hich
ma
ke
it
us
i
ng
in
desig
n
appr
oach
es
.
The
cl
assic
al
(
abc)
ap
proac
h
wh
ic
h
is
us
e
d
to
sim
ulate
the
dynamic
pe
rfo
rma
nce
a
nd
ca
lc
ulate
s
the
main
var
ia
bles
directl
y
with
ou
t
af
fect
by
the
as
ymmet
r
y
of
c
urren
ts
,
volt
ages
a
nd
i
nducta
nces
[
10]
.
T
he
dynamic
res
pons
e
of
t
he
in
du
ct
ion
mac
hin
e
s
unde
r
un
sta
ble
an
d
fa
ults
ope
rati
on
a
re
sim
ul
at
ed
easi
ly
usi
ng
D
-
Q
tra
nsfo
rmati
on
the
ory
,
wh
e
re
t
his
a
pproac
h
is
use
d
to
m
od
el
an
d
sim
ulate
s
the
two
-
phase
an
d
short
ci
rcu
it
conditi
on
on
st
at
or
windin
g
ba
sed
on
t
he
sa
me
set
of
eq
uat
ion
s
de
velo
ped
for
no
rmal
ope
rati
on
[
11].
A
gen
e
ral
pur
po
se
m
od
el
is
intr
oduce
d
to
sim
ulate
the
ste
ady
sta
te
,
tr
ansient
a
nd
unbalance
d
t
wo
-
ph
a
se
op
e
rati
on
of
the
machine
s
[12
]
,
[
13
]
.
In
ad
diti
on,
the
D
-
Q
m
od
el
is
us
e
d
as
a
com
pute
r
ai
de
d
desig
n
to
simulat
e
an
d
rea
li
ze
the
performa
nce
operati
on
durin
g
sta
rt
up,
br
ea
ki
ng
,
re
gen
e
rati
on
a
nd
al
so
at
op
e
n
ci
rc
uit
an
d
bl
oc
ked
ro
t
or
te
st
of
inducti
on
mac
hin
e.
F
or
best
unde
rstan
ding
the
ope
rati
on
of
el
ect
ric
mac
hi
nes,
it
is
nece
ssary
to
c
onsid
er
the
eff
ect
of
sat
ura
ti
on
.
D
ue
to
the
ma
gnet
iz
ing
inducta
nce
is
not
int
rod
uced
in
most
a
nalytic
al
meth
ods,
the
refor
e
the
co
mp
a
rison
betwee
n
pra
ct
ic
al
and
sim
ulate
d
r
esults
has
a
big
dif
fe
ren
ce
.
T
hu
s
,
in
orde
r
to
c
onstruct
an
accurate
m
ode
l,
it
is
imp
ort
ant
to
i
ntr
oduc
e
al
l
the
non
-
li
near
c
har
act
erist
ic
s
of
ma
gn
et
ic
mate
ria
ls
[
14
].
Ca
lc
ulati
on
of
va
r
ying
in
du
c
ta
nce
with
ti
m
e
is
the
dra
wback
of
this
ap
proac
h
w
hich
le
ads
to
incr
ea
se
the
inv
est
igati
on
ba
sed
on
D
-
Q
th
eory.
T
his
a
ppr
oach
re
moves
t
he
e
ff
ect
of
ti
me
varyin
g
as
well
as
sim
ulat
es
the
machine
s
unde
r
diff
e
ren
t
oper
at
ing
c
onditi
on
s.
T
he
D
-
Q
me
thod
is
us
e
d
to
model
the
m
oto
r
w
her
e
bo
t
h
sta
tor
current
a
nd
m
agn
et
ic
fl
ux
ha
s
a
co
ns
ta
nt
m
agn
it
ude
a
nd
it
is
easy
to
t
rac
k
their
ref
e
re
nc
e
values
[1
5
].
D
-
Q
trans
formati
on
ref
e
ren
ce
t
he
ory
ha
s
the
a
dvanta
ges
of
re
du
ce
d
the
num
ber
of
paramet
ers
w
hich
re
duce
the
com
plexity
acc
ompanie
d
with
the
us
e
of
tra
di
ti
on
al
meth
od
s
to
sim
ulate
the
mu
lt
i
-
ph
a
se
machine
[16
]
-
[
19].
Ind
uction
mo
t
or
s
(I.Ms.)
a
re
us
e
d
wi
dely
in
industr
y
f
or
up
to
10MW
in
siz
e.
D
ur
in
g
st
art
-
up,
I.Ms
.
dr
a
w
la
r
ge
c
urr
ent,
pro
du
ce
hi
gh
volt
age,
to
r
qu
e
osc
il
la
ti
on
as
well
as
ge
ne
rate
ha
rm
on
ic
s
.
Va
rio
us
mode
ls
are
dev
el
op
e
d
to
s
tudy
the
ste
a
dy
sta
te
,
tra
ns
ie
nt,
healt
hy
a
nd
fa
ulty
op
e
rat
ing
c
onditi
ons
of
I
.
Ms
.
[
20].
The
n
models
are
te
ste
d
to
be
reli
abl
e
an
d
acc
ur
at
e.
Usu
al
l
y,
the
ch
aracte
risti
cs
of
the
th
ree
phase
in
du
ct
i
on
mac
hin
e
s
uch
as
the
cu
rr
e
nt,
in
du
ced
volt
ag
e
and
li
nk
a
ge
flu
x
ar
e
de
scri
bed
base
d
on
the
di
ff
e
ren
ti
al
eq
uat
ion
s
in
wh
ic
h
c
oeffici
ents
ar
e
ti
me
va
ry
i
ng
(e
xcept
the
sta
nd
sti
ll
conditi
on
of
the
r
otor),
the
m
at
hemati
cal
m
od
el
of
s
uc
h
c
har
act
erist
ic
s
is
ve
r
y
c
omple
x
due
to
the
co
ntin
uous
changin
g
of
the
curre
nt,
in
duc
ed
vo
lt
age
an
d
li
nk
age
fl
ux
va
lues
as
t
he
el
ec
tric
ci
rcu
it
in
re
la
ti
ve
mo
ti
on.
T
her
e
f
or
e
,
f
or
this
ty
pe
of
mac
hin
e
s
to
so
lve
t
he
equ
at
io
ns
t
hat
con
ta
in
ti
me
de
pendin
g
qu
a
nt
it
ie
s,
a
model
base
d
on
mathemat
ic
a
l
trans
f
or
mati
ons
a
re
usual
ly
utli
zed
to
dec
ouple
pa
ramete
r
s
by
re
ferrin
g
it
to
a
commo
n
ref
e
r
ence
fr
ame
s
uc
h
as
us
i
ng
Pa
rk
a
nd
Cl
ar
ke
trans
formati
on
meth
ods
[
21].
The
quantit
ie
s
of
the
three
ph
a
se
in
du
ct
io
n
mo
t
or
(IM)
su
c
h
as
c
urren
t,
in
du
ce
d
volt
age
a
nd
li
nk
a
ge
flu
x
a
re
represe
nted
as
two
-
ph
a
se,
quad
ra
ture,
bala
nced
sta
ti
on
a
ry
s
ys
te
m
of
var
i
ables
(
al
pha
-
be
ta
axes
)
a
nd
base
d
o
n
C
la
rk
e
trans
formati
on
meth
od.
The
t
wo
-
phase
balanced
sta
ti
onar
y
syst
em
of
qu
a
ntit
ie
s
of
the
c
urren
t
an
d
volt
age
a
re
then
re
pr
ese
nt
ed
or
c
onver
te
d
to
balance
d
two
-
phase
ort
hogo
nal
r
otati
ng
ref
e
ren
ce
s
yst
em
ba
sed
on
Par
k
trans
formati
on
method
as
sho
wn
in
Fig
ure
1
[21].
(α’,
β
’)
re
pr
ese
nts
t
he
t
w
o
-
phase
quad
ra
ture
r
otati
ng
syst
em
of
the
r
otor.
W
hile
(
α,
β)
repr
esents
t
he
t
wo
-
ph
a
se
quad
ratu
re
s
ys
te
m
of
sta
tor.
Wh
e
re
t
he
r
otor
a
xes
(
α
’,
β’
)
ro
ta
te
s
by
sp
e
e
d
(
ωr)
a
nd
by
a
ng
le
(θ
r)
ref
e
rri
ng
to
the
sta
to
r
re
fer
e
nces
fra
me.
T
he
s
ynch
ron
ou
s
f
rame
(D
-
Q)
axes
of
bo
t
h
sta
tor
a
nd
r
oto
r
r
otate
s
at
s
pee
d
(ω
e
)
with
sh
i
f
t
an
gle
(
θe)
re
f
err
in
g
to
the
sta
tor
ref
e
re
nce
fr
ame
.
(θsl)
is
the
a
ng
le
betwee
n
t
he
sy
nc
hro
nous
f
r
ame
an
d
r
oto
r
f
rame
[22
].
The
rest
of
t
his
pap
e
r
is
org
ni
zed
as
f
ollo
ws,
Sect
ion
2
pres
ents
the
m
od
el
of
3
-
phase
in
duct
ion
mo
t
or
in
a
bc
a
nd
D
-
Q
form
ulas.
S
ect
ion
3
pro
vi
des
t
he
res
ults
of
IM
under
di
ff
ere
nt
op
e
rati
ng
c
onditi
on
s
.
In
sam
sect
ion
,
a
co
m
par
isi
ons
of
the
dy
namic
res
pons
e
f
or
the
t
wo
s
uggeste
d
IM
m
odel
s
ha
ve
bee
n
im
pe
mentd.
Finall
y,
t
he
c
oncl
us
i
on
an
d
t
he
most
imp
or
ta
nt
di
ff
e
ren
ces
betwee
n
the
two
m
odel
s
is
pr
e
sent
in
sect
io
n
4.
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2088
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8
694
In
t J
P
ow
Ele
c
&
D
ri
S
ys
t,
V
ol
.
12
, N
o.
3
,
Se
ptembe
r
2021
:
13
04
–
13
14
1306
Figure
1
.
Stat
or
fiel
d
ori
entat
ion
(SFO
)
tr
ans
formati
on
ref
e
r
ence
fr
am
e
2.
MO
DELIN
G
OF
I
NDU
CTI
ON
MOT
OR
Ba
sed
on
Cl
ar
ke
tra
nsfo
rm,
t
he
3
-
phase
s
up
ply
volt
age
of
the
I.Ms.
is
re
presented
an
d
t
ra
ns
f
orme
d
to
(α,
β)
a
xis,
as
s
how
n
in
Fig
ure
1
a
nd
e
xpresse
d
in
the
(
1
)
-
(
4
)
[
23]:
=
(
)
(
1)
=
(
−
2
3
)
(2)
=
(
+
2
3
)
(3)
[
]
=
2
3
[
1
0
1
2
√
3
2
−
1
2
−
√
3
2
]
[
]
(
4)
Wh
e
re
(
V
a,
V
b,
V
c
)
represe
nt
the
thr
ee
pha
se
volt
ages
of
the
bala
nced
sy
ste
m,
(V
α,
V
β
)
are
t
he
two
-
ph
a
se
qu
a
drat
ing
sta
ti
on
a
ry
bala
nce
d
s
ys
te
m.
Ba
sed
on
Pa
rk
trans
formati
on
meth
od
the
t
w
o
-
phase
sta
ti
on
ary
sy
ste
m
(V
α
,
V
β
)
a
re
tra
ns
f
ormed
into
two
-
phase
r
otati
ng
s
ynch
r
onous
ref
e
rence
s
frame
as
il
lust
rate
in
Fig
ur
e
(
2)
and
gi
ve
n
by
the
(
5
),
(
6
)
[2
0
]
,
[
23].
[
]
=
[
−
]
[
]
(
5)
[
]
=
[
−
]
[
]
(
6)
Figure
2
.
D
-
Q
axes
a
ppli
ed
on
a
t
hr
ee
phase
IM
Evaluation Warning : The document was created with Spire.PDF for Python.
In
t J
P
ow Elec
& Dri S
ys
t
IS
S
N: 20
88
-
8
694
A com
pa
r
ative
stud
y
for
t
he p
erf
or
m
ance
operatio
n of ele
ct
ric
mach
i
ne
…
(
Sa
nabel M.
A
L
-
H
ajz
ber
)
1307
Figure
3
s
how
s
the
ge
ner
al
th
r
ee
windin
gs
m
od
el
of
the
t
hr
e
e
ph
ase
ca
ge
I
M
.
It
is
can
be
represe
nted
by
set
of
(
7
)
-
(
15
)
w
hich
ex
pr
e
ss
the
el
ect
r
oma
gn
et
ic
c
ouplin
g
betwee
n
sta
t
or
an
d
ro
t
or
[24
]
-
[
26].
Figure
3
.
Th
re
e
-
phase
c
omp
onent
sta
tor
a
nd
ro
t
or
IM
=
+
(7)
=
+
(
8)
Wh
e
re
(v
abcs
,
v
abcr
,
ψ
abcs,
ψ
ab
cr,
i
abcs,
i
abcr
,
R
s
,
R
r
)
are
the
t
hr
ee
ph
a
se
vol
ta
ges,
li
nkage
flu
x,
cu
rr
e
nt,
ph
a
se
resist
ance
of
the
sta
tor
a
nd
ro
t
or
res
pecti
vely
.
[
]
≡
[
(
)
]
[
]
(
9)
=
[
−
1
2
−
1
2
−
1
2
−
1
2
−
1
2
−
1
2
]
(10)
=
[
−
1
2
−
1
2
−
1
2
−
1
2
−
1
2
−
1
2
]
(11)
Wh
e
re,
=
+
,
=
+
a
re
t
he
sel
f
-
i
nducta
nce
of
the
sta
to
r
a
nd
ro
t
or
,
(
L
l
s,
L
ms
,
L
1
r
,
L
mr
)
are
the
li
nk
a
ge
an
d
mag
netiz
in
g
i
nductance
of
st
at
or
a
nd
r
otor
windin
g
resp
ec
ti
vely.
=
[
(
+
2
3
)
(
−
2
3
)
(
−
2
3
)
(
+
2
3
)
(
+
2
3
)
(
−
2
3
)
]
(12)
=
(13)
Wh
e
re
(
L
sr
,
L
mr
)
are
the
mu
t
ua
l
inducta
nces
betwee
n
sta
to
r
and
r
otor
wind
ing
.
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2088
-
8
694
In
t J
P
ow
Ele
c
&
D
ri
S
ys
t,
V
ol
.
12
, N
o.
3
,
Se
ptembe
r
2021
:
13
04
–
13
14
1308
′
=
=
[
(
+
2
3
)
(
−
2
3
)
(
−
3
)
(
+
2
3
)
(
+
3
)
(
−
2
3
)
]
(14)
[
′
]
=
[
+
′
(
′
)
′
+
′
]
[
′
]
(15)
Wh
e
re:
(
′
)
is
the
mu
tual
in
duc
ta
nce
ref
e
r
to
s
ta
tor
side,
(
′
,
′
)
is
the
sel
f
-
i
nduc
ta
nce
an
d
resi
sta
nce
of
the
ro
t
or
windin
g
r
efer
to
sta
to
r
si
de
resp
ect
iv
el
y.
T
he
el
ect
r
oma
gn
et
ic
t
orqu
e
in
(
N.m.)
is
de
scribe
d
as
sho
wn
in
(16)
an
d
(
17)
r
especti
vely
.
=
(
2
)
(
)
[
′
]
′
(16)
=
−
(
2
)
{
[
(
−
1
2
−
1
2
)
+
(
−
1
2
−
1
2
)
+
(
−
1
2
−
1
2
)
]
+
√
3
2
[
(
−
)
+
(
−
)
+
(
−
)
]
}
(17)
The
ro
ta
ti
ng
s
pe
ed
of
the
ro
t
or
(ω
r)
a
nd
to
r
que
are
ro
ta
te
d
as
show
n
in
(18
).
=
(
2
)
+
(18)
Wh
e
re
(
J
)
is
the
m
om
e
nt
of
i
ner
ti
a
c
offici
en
t
of
the
r
otor
(
kg.m
2
),
T
L
is
t
he
a
ppli
ed
s
ha
ft
to
rque
of
I
.
M
.
D
-
Q
axes
wit
h
zer
o
seq
uen
ce
c
ompone
nt
is
us
e
d
to
ha
nd
le
the
unbala
nce
volt
a
ge
an
d
c
urren
t
and
to
re
verse
park
҆
s
trans
formati
on,
by
tra
ns
f
orm
t
he
c
onve
ntial
ABC
r
otor
paramet
ers
int
o
D
-
Q
a
xes
.
T
he
li
nk
a
ge
flu
x
e
qu
at
ion
s
in
te
rms
of
D
-
Q
a
xes
c
oils
ar
e
giv
e
n
belo
w
[13]
:
=
[
−
+
1
(
−
)
]
(19)
=
[
+
+
1
(
−
)
]
(20)
=
[
−
(
−
)
+
1
(
−
)
]
(21)
=
[
+
(
−
)
+
1
(
−
)
]
(22)
=
1
[
1
+
1
]
(23)
=
1
[
1
+
1
]
(24)
1
=
1
(
1
+
1
1
+
1
1
)
(25)
The
(D
-
Q)
a
xe
s
val
ues
of
the
current
a
re
i
nvest
igate
d
as
gi
ven
in
(
26
)
-
(
29
).
=
1
1
(
−
)
(26)
=
1
1
(
−
)
(27)
=
1
1
(
−
)
(28)
Evaluation Warning : The document was created with Spire.PDF for Python.
In
t J
P
ow Elec
& Dri S
ys
t
IS
S
N: 20
88
-
8
694
A com
pa
r
ative
stud
y
for
t
he p
erf
or
m
ance
operatio
n of ele
ct
ric
mach
i
ne
…
(
Sa
nabel M.
A
L
-
H
ajz
ber
)
1309
=
1
1
(
−
)
(29)
The
value
of
t
he
tor
que
a
nd
r
ot
or
s
pee
d
ca
n
be
deter
mine
d
as
f
ollow
s:
=
3
2
(
2
)
1
(
−
)
(
30)
=
∫
2
(
−
)
(31)
Wh
e
re
P
re
pre
sents
num
ber
of
po
le
s;(
ω
b
)
ba
se
sp
ee
d.
Si
nc
e
the
ro
t
or
ca
ge
ba
rs
of
the
sq
ui
rr
el
ca
ge
I
.M
.
is
sh
ort
ed
.
T
he
rot
or
volt
age
s
(
v
q
r,
v
dr
)
a
re
s
et
to
zero
in
t
he
li
nk
age
flu
x
e
qu
at
i
on
s
.
3.
SIMULATI
O
N
RESU
LT
S
AND
DISC
USSION
Figure
4
de
picts
the
wa
veform
of
the
el
ect
romag
netic
tor
qu
e
(Te
)
gen
e
rate
d
base
d
on
AB
C
(or
act
ual)
trans
formati
on
model,
it
is
observ
e
d
that
a
hi
gh
os
ci
ll
at
ion
with
va
riat
ion
of
the
value
of
(Te)
at
the
tra
ns
ie
nt
reg
i
on
till
(tim
e
=
0.5
sec
)
t
he
reafter
,
a
ste
a
dy
sta
te
value
can
be
ac
hieve
d.
T
he
e
ff
ect
of
l
oad
to
r
qu
e
(T
L
)
on
the
r
otati
on
s
pe
ed
is
il
lustrat
ed
in
Fig
ur
e
s
5
(a)
a
nd
5
(b)
,
in
a
no
t
her
w
ord,
as
the
loa
d
t
orque
in
cre
ase
the
ro
ta
ti
on
s
pee
d
of
the
I
.M
dec
rease
to
reac
h
a
minim
um
va
lue
of
17
50r.p.
m
at
maxim
um
loa
d
to
rque
of
(12
N.
m
).
Alte
r
nativel
y,
t
he
el
ect
romag
netic
tor
qu
e
inc
reases
as
sho
wn
in
Fi
gure
s
6
(
a
)
an
d
6
(
b)
a
nd
Ta
ble
1
resp
ect
ivel
y
.
Table
1
.
Re
la
ti
on
s
hi
p
betwee
n
s
pee
d,
TL
&
Te
of
IM
Tim
e
(
sec
)
Total
Sp
eed
Load
to
rqu
e(N.m)
Dev
elo
p
ed
to
rqu
e
(
N.
m
)
Po
wer
(
w)
0
1800
0
0
.00
0
1
0
2
2
0
2
1783
4
3
.98
4
7
4
4
.5
4
1787
8
7
.98
2
1496
6
1750
12
1
1
.98
2
1
9
8
.9
8
1787
8
7
.98
4
1496
10
1783
4
3
.98
4
7
4
4
.5
12
1800
0
0
.00
0
1
0
2
2
0
Figure
4
.
Ele
ct
romag
netic
to
r
qu
e
ba
sed
on
a
ct
ual
trans
f
orm
at
ion
(a)
(b)
Figure
5.
Rotat
ing
sp
ee
d
var
ia
ti
on
at
differe
nt
load
c
onditi
on,
(a)
ap
plied
l
oad
to
rque,
(
b)
sp
ee
d
of
m
otor
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2088
-
8
694
In
t J
P
ow
Ele
c
&
D
ri
S
ys
t,
V
ol
.
12
, N
o.
3
,
Se
ptembe
r
2021
:
13
04
–
13
14
1310
(a)
(b)
Figure
5
.
Va
riat
ion
of
el
ect
romag
netic
tor
qu
e
at
dif
fer
e
nt
lo
ad,
(a)
ap
plied
load
t
orq
ue,
(b)
dev
e
ople
d
t
orqu
e
of
m
oto
r
Figure
7
co
mpa
res
t
he
wa
veforms
of
the
ge
ner
at
e
d
(or
pro
du
ce
d)
t
orqu
e
base
d
on
ABC
and
D
-
Q
a
xes
trans
formati
on
of
mac
hin
es
models,
at
different
oper
at
ing
co
ndit
ion
.
Due
to
the
na
ture
of
D
-
Q
m
odel
w
hic
h
consi
ders
t
he
s
inu
s
oid
al
va
r
yin
g
of
the
tra
nsf
ormat
ion
mat
rix,
the
el
ect
rom
agn
et
ic
tor
que
(T
e
)
ba
sed
D
-
Q
axis
trans
formati
on
has
le
ss
trans
ie
nt
ti
me
end
i
ng
at
ab
out
(0.25sec)
t
hen
go
to
ste
ad
y
sta
te
reg
io
n.
Where
the
transient
ti
me
of
the
(T
e
)
base
d
on
act
ual
t
ra
ns
f
ormat
io
n
m
od
el
is
more
th
en
(
0.5sec)
.
Th
eref
or
e
,
t
he
ge
ner
at
e
d
tor
qu
e
base
d
on
D
-
Q
m
odel
.
Figure
6
.
el
ect
r
om
a
gn
et
ic
t
orq
ue
wav
e
f
or
m
(
Te)
Figure
8
s
how
s
the
va
riat
ion
of
l
oad
tor
qu
e
at
diff
e
re
nt
r
otati
on
s
pee
d.
It
can
be
s
hown
t
hat
(T
L
)
pr
e
dicte
d
ba
se
d
D
-
Q
tra
ns
f
or
mati
on
m
odel
has
low
os
ci
ll
at
ion
till
1000r.p.m
.
t
hen
i
ncrea
sed
as
t
he
r
ot
at
ion
sp
ee
d
inc
rease
to
a
rr
i
ve
its
m
aximum
value
at
sp
ee
d
a
bout
1500
r.p.m
.
In
con
t
ract
the
osc
il
la
ti
on
of
the
(T
L
)
pr
e
dicte
d
base
d
on
t
he
act
ua
l
transfo
rmati
on
m
odel
is
ve
r
y
high
at
the
wh
e
n
t
he
mac
hin
e
sta
rts
r
ot
at
e
till
1000r
.p.m.
a
nd
t
hen
reduce
d
grad
ually
till
the
rated
s
peed
1800r
.p.
m.
C
ompa
rin
g
with
ABC
(
act
ual)
trans
formati
on
model,
a
ste
a
dy
sta
te
r
otati
on
s
pee
d
with
s
hort
tra
ns
ie
nt
t
ime
can
be
ac
hieve
d
base
d
on
D
-
Q
axis
m
od
el
as
sh
ow
n
in
Fig
ure
9,
in
wh
ic
h
a
ste
ady
sta
te
r
at
ed
sp
ee
d
of
1800r
.p.m
is
obta
ined
at
sim
ulati
on
ti
me
of
a
bout
(
0.25
sec)
.
Alte
rn
at
ivel
y,
a
high
tra
ns
ie
nt
ti
m
e
with
m
ore
th
an
(
0.5
sec
)
is
pr
e
dicte
d
at
No
-
L
oa
d
conditi
on.
Re
fer
ri
ng
to
Fi
gure
s
10
(a
)
a
nd
10
(
b),
the
w
avefor
m
of
t
he
sta
tor
a
nd
r
otor
cu
rr
e
nt
as
we
ll
as
id
an
d
iq
are
il
lustrate
d.
As
me
ntioned
a
bove
t
he
D
-
Q
a
xes
t
ran
s
formati
on
mod
el
plays
an
im
portant
ro
le
to
get
an
accurate
val
ue
of
the
c
urren
t
with
t
ran
sie
nt
t
ime
an
d
osc
il
la
ti
on
.
Re
su
lt
in
g
a
high
el
ect
romag
netic
to
rqu
e
an
d
then
high
outp
ut
powe
r
as
show
n
in
Fi
gure
s
11
(a
)
a
nd
11
(
b).
T
he
sp
e
ci
f
ic
at
ion
s
of
the
pro
po
se
d
th
ree
ph
ase
inducti
on
m
otor
are
detai
le
d
in
Ta
ble
2
a
nd
the
a
dopted
m
odel
ing
ste
ps
ca
n
be
sta
te
d
as
s
how
n
in
Fig
ure
12.
Evaluation Warning : The document was created with Spire.PDF for Python.
In
t J
P
ow Elec
& Dri S
ys
t
IS
S
N: 20
88
-
8
694
A com
pa
r
ative
stud
y
for
t
he p
erf
or
m
ance
operatio
n of ele
ct
ric
mach
i
ne
…
(
Sa
nabel M.
A
L
-
H
ajz
ber
)
1311
Figure
7
.
va
riat
ion
of
loa
d
t
orqu
e
at
di
ff
e
ren
t
ro
ta
ti
on
s
pee
d
Figure
8
.
Rotat
ion
sp
ee
d
of
IM
at
No
-
L
oa
d
(a)
(b)
Figure
9
.
Stat
or
a
nd
r
otor
c
urr
ent
of
IM
at
c
onsta
nt
ro
ta
ti
on
sp
ee
d
,
(a)
b
ase
d
on
co
nventio
nal
m
od
el
,
(
b)
b
ase
d
on
D
-
Q
m
odel
(a)
(b)
Figure
10
.
O
utp
ut
powe
r
of
IM
,
(a
)
b
ased
on
c
onve
ntional
model
,
(
b)
b
as
ed
on
D
-
Q
m
odel
Table
2
.
S
peci
f
ic
at
ion
s
of
t
he
three
phases
I
M
Variable
Sp
eed
(r
p
m
)
Load
v
o
ltag
e
(VL
)
220
V
Rated
sp
eed
(r
.p.
m
)
1710
r.
p
.m
No
.
Of
p
o
les
(
P
)
4
Rated
fr
eq
u
en
cy
(
F)
60
Hz
Rated
p
o
wer
(
Ho
rse
p
o
wer)
3
HP
Stato
r
resistan
ce
(R
s
)
0
.43
5
Ω
Stato
r
re
actance
(X
ls
)
0
.75
4
Ω
Ro
to
r
resistan
ce
(R
r
)
0
.81
6
Ω
Ro
to
r
reac
tan
ce
(X
lr
)
0
.75
4
Ω
Magn
etizin
g
reac
t
an
ce
(X
m
)
2
6
.13
Ω
Inertia
of
th
e
roto
r
(
J
)
0
.89
k
g
.m
2
Evaluation Warning : The document was created with Spire.PDF for Python.
IS
S
N
:
2088
-
8
694
In
t J
P
ow
Ele
c
&
D
ri
S
ys
t,
V
ol
.
12
, N
o.
3
,
Se
ptembe
r
2021
:
13
04
–
13
14
1312
Figure
12
.
Flo
w
c
har
t
for
t
he
simulat
ion
m
odel
of
IM
4.
CONCL
US
I
O
N
In
c
urre
nt
w
ork
,
an
in
ste
p
by
s
te
p
ma
nn
e
r
to
buil
t
a
dyna
mic
modeli
ng
of
th
r
ee
-
phase
i
nduc
ti
on
m
otor
us
in
g
M
A
TLA
B
/
Simuli
nk
a
r
e
ob
ta
ine
d.
Th
e
Tw
o
m
od
el
s
are
ap
plied
to
inducti
on
m
oto
r
in
this
rese
arch
a
const
ru
ct
io
n
of
two
models
of
a
3
-
Φ
in
du
ct
i
on
mo
t
or
based
on
the
two
a
nalytic
al
ap
proac
he
s
a
nd
c
ompare
them
to
cl
arif
y
the
diff
e
re
nce
in
t
heir
dynamic
performa
nce.
Tw
o
anal
ytica
l
appr
oach
es
(D
-
Q
a
xes
an
d
Actual
appr
oach
es
)
of
a
t
hr
ee
-
ph
ase
s
in
duct
ion
m
otor
a
re
re
pr
es
ented
a
nd
in
ve
sti
gated.
Co
mp
a
rin
g
to
D
-
Q
a
xes
appr
oach
es
,
the
Actual
m
od
e
l
is
mo
re
c
onve
nient
to
be
use
d
in
normal
a
nd
a
bnormal
c
onditi
ons,
s
uch
as
the
un
s
ymmet
rical
supp
l
y
vo
lt
ag
e
.
In
c
on
t
rast
the
D
-
Q
a
xes
m
odel
is
s
uitable
in
normal
c
ondi
ti
on
s
a
nd
is
si
mp
le
r
and
faster,
tha
n
act
ual
m
odel
to
be
us
ed
as
in
on
Li
ne.
T
he
two
sti
m
ulate
d
machi
nes
show
a
dequate
re
sp
onse
in
te
rms
of
dya
mic
pa
rameters
cha
racteri
sti
cs
(torq
ue
a
nd
s
pe
ed).
Bot
h
met
hods
pr
ov
i
de
the
al
te
red
res
ults.
The
ob
ta
ine
d
res
ults
pro
ve
t
hat
MATL
AB
/
Simul
ink
is
de
pe
nd
a
ble
an
d
a
sop
hi
sti
cat
ed
ap
proa
ch
ca
n
be
util
i
zed
to
analyze
a
nd
pr
edict
the
be
ha
vior
of
I
.M
s
.
T
hro
ugh
this
work,
a
three
-
ph
a
se
inducti
on
m
otors
m
od
el
e
d
us
in
g
conve
ntion
al
a
nd
D
-
Q
meth
ods.
B
oth
a
re
si
mu
la
te
d
to
m
onit
or
t
he
dyna
mic
be
hav
i
or.
Ba
sed
on
t
he
obta
ined
resu
lt
s,
it
can
be
seen
that
the
r
e
is
a
div
er
ge
nc
e
in
the
pe
rfo
r
mance
of
the
va
riables
of
bot
h
m
odel
s.
C
ons
iderin
g
the
tor
que
obta
ined
from
a
D
-
Q
m
od
el
,
it
is
possible
to
noti
ce
that
there
is
a
var
ia
ti
on
in
the
value
of
t
he
tor
qu
e
associat
ed
with
c
hange
of
Id
an
d
Iq
c
urre
nts.
H
oweve
r,
a
simi
la
r
va
riat
ion
in
the
ro
t
or
s
peed
co
mp
a
re
d
with
the
c
onve
ntio
na
l
model.
Due
to
natu
re
of
D
-
Q
c
urre
nts,
it
is
diff
ic
ult
to
obser
ve
an
d
rec
ognize
t
he
be
ha
vior
of
the
el
ect
ric
ma
chine
durin
g
t
he
sudd
e
n
vary
of
t
hese
c
urre
nt
s.
W
her
e
t
he
main
ai
m
on
w
hich
t
he
D
-
Q
t
heor
y
is
bu
il
t
by
obta
ini
ng
co
ns
ta
nt
-
val
ue
c
urren
ts
,
a
nd
th
us
ti
me
-
de
pende
nt
in
duct
or
s
an
d
t
orq
ue.
In
a
dd
it
io
n,
th
ere
is
a
dif
ficu
lt
y
in
ide
ntify
i
ng
cases
of
unbalance
c
onditi
on
that
occ
ur
thr
ough
t
he
op
e
rati
on
of
the
el
ect
rical
machine
wh
e
n
it
s
ub
je
ct
s
to
short
ci
rcu
it
in
the
s
ta
tor
an
d
the
r
ot
or
windin
g.
A
mong
the
f
aults
t
hat
occur
it
has
be
en
fou
nd
that
40%
of
the
el
e
ct
rical
machi
ne
s
fa
ults
is
the
ai
r
ga
p
ecce
nt
rici
ty,
wh
ic
h
is
disco
ver
e
d
by
the
ha
rm
on
ic
s
that
a
re
injec
te
d
int
o
the
sta
tor
cu
rrent.
Th
us,
due
to
the
fact
that
one
of
the
c
onditi
ons
for
modeli
ng
t
he
el
ect
ric
mac
hin
es
usi
ng
the
D
-
Q
met
hod
is
that
t
he
ai
r
ga
p
a
rou
nd
of
the
r
otor
par
t
is
unif
orm
,
this
model
ca
nnot
be
us
e
d
to
detect
this
t
ype
of
fa
ults.
D
ue
to
the
co
ntinuo
us
de
velo
pme
nt
arises
in
po
we
r
el
ect
r
on
ic
s
dri
ves
sy
ste
ms
t
hat
are
wi
dely
us
e
d
to
c
ontr
ol
the
sp
e
ed
a
nd
to
rque
of
el
ect
rical
machine
s
le
ads
to
an
i
ncr
eas
e
d
ne
ed
for
int
r
oducin
g
model
capa
ble
of
ta
ki
ng
i
nto
c
onsid
erati
on
t
he
ef
f
ect
of
harmo
nics
a
ss
ociat
ed
with
the
volt
age
s
uppl
ie
d
by
th
os
e
ty
pes
of
el
ect
ric
powe
r
s
ources
.
D
ue
to
ba
dly
eff
ect
s
of
these
harmo
nics,
the
dy
na
mic
pa
ramete
r
s
of
the
el
ect
ric
mac
hin
es
vary
from
its
act
ua
l
valu
es
a
nd
pro
duce
inco
rr
ect
performa
nce.
Since
the
the
ory
of
the
D
-
Q
m
odel
dep
e
nds
mainl
y
on
the
c
onsi
der
at
io
n
of
sin
us
oi
dal
distrib
utio
n
of
windin
g
of
the
sta
tor
par
t.
,
Th
eref
or
e
,
it
will
not
be
ap
pro
pr
i
at
e
to
c
hec
k
the
pe
rforman
ce
of
the
mo
to
rs
f
or
non
-
sin
usoidal
powe
r
s
upplie
s.
Ba
se
d
on
t
he
a
bo
ve
men
ti
on
ed
,
it
can
be
c
oncl
ude
d
that
the
modeli
ng
of
el
ect
rical
machi
nes
base
d
on
D
-
Q
the
ory
is
su
it
able
f
or
ma
chines
operate
s
in
an
ideal
operati
on
Evaluation Warning : The document was created with Spire.PDF for Python.
In
t J
P
ow Elec
& Dri S
ys
t
IS
S
N: 20
88
-
8
694
A com
pa
r
ative
stud
y
for
t
he p
erf
or
m
ance
operatio
n of ele
ct
ric
mach
i
ne
…
(
Sa
nabel M.
A
L
-
H
ajz
ber
)
1313
conditi
on
.
As
well
as,
it
ca
nnot
be
us
e
d
for
the
ide
ntify
i
ng
inacc
urat
el
y
the
be
ha
vior
of
el
ect
rical
ma
chines
unde
r
unbala
nc
e
a
nd
im
perfe
ct
operati
ng
c
onditi
on
co
ndit
ion
s
s
uc
h
as
t
he
sta
te
of
neg
li
ge
nce
of
t
he
iro
n
c
ore
char
act
e
risti
cs
within
t
he
mag
netic
li
near
re
gi
on
f
or
t
he
m
at
erial
s
of
mac
hi
nes
par
ts
.
REFERE
NCE
S
[1]
A
.
E
.
Fi
tz
g
era
ld
,
C
.
Kingsley
,
S
.
D.
Umans,
and
B.
Jame
s
,
Elec
tri
c
machine
r
y
,
6
th
edt
ion
.
New
York:
McGraw
-
Hill,
2003.
[2]
Ahmed
J.
Ali
,
L
ai
th
A.
Khal
af,
a
nd
Ahmed
H.
A
hme
d
,
“
Model
in
g
and
simul
ation
of
a
3
-
ф
induc
t
i
on
mot
or
b
ase
d
on
two
typ
es
of
W
FA
,
”
Int
ernati
on
al
Journal
of
Elec
tri
cal
and
Computer
Eng
ine
e
ring
(IJ
ECE
)
,
v
ol.
11
,
no.
2
,
pp
.
1105
-
1113
,
202
1,
doi
:
10
.
11591
/i
jece
.
v11i2
.
pp1
105
-
1113
.
[3]
V
.
V.
Puranik
,
and
V
.
N.
Gohokar,
“
Simul
at
io
n
of
an
indi
re
ct
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or
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im
uli
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Int
ernati
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r
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ba
la
nc
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unba
la
nc
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supply
base
d
on
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to
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Inte
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tri
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2019
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Comm
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or
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d
on
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ini
t
e
e
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t
an
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”
Inte
rnational
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r
El
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ct
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agne
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2
018
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usin
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In
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a
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forc
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e
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Tr
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So
ft
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I
mpleme
ntation
:
Us
er
guide
.
(nd)
,
mi
cro
se
mi
.
co
m
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