ISSN 1827-6660 VoL,8
N.
5 Septeober-
October 2013Ele
ctric al
Engine
erirg
(rREE)
Contents:
a
Novel
conttolling
PulsesDisttibution Algorithn fot pDM
rnverrer
b
Z.l.
Zbazgk p.
FengCompadsoa of Fuzry
aadFpGA
BasedFault Tolerant
Schemesfor Four
Switch SpaceYector
pWM InvêrteË
fo
M
lyakbltnan,
V.Matikardat
f{ryti9n
ofcogging
Torque
ia claw
pole Machioes
usiag
soft M4gaetic composites
fu S. A$awôgcr, D. Atdermsr,
L
Koblcr, J. pasenbnaan, W.a.*ào
f'
lo1tot
Systemto
ReduceTorque Pulsatioo
Dudng §tart-up
ofÂc
Electtical Machines
fuJ. §tar4ak,R
l*dwiaekÿ3unte$-etctrcmagnetic
andrhemal
Desiga of
Miniatuized
permaneat Magnet
Liaear Motors for Sliding
Doorsplications
fo Jory€ Jiaencç tose
A
Mahtabæs, Ibin Eltsegui, MiguetMartkeTltwaldt
loye
Snnutatioa
ani_Aylrsis
ofsingle-phase capacitor-start
Inductioa
Motors
U"iog
Finite
ElemeatMethod
atBrokei
BarsCoadiàoas
fu Hanafr H. Hanafi,Taar
M. Abdo, ArrrrA.
Adù
T*
y}g{s-cipliaary
Design
ofRotot
Geometryin
a Permaaear MagaetTtaction Motot
fu P. Uzdlt, J. HeiÉ,kiaea, E.
Ienitn,
J.\rùiinn,
V. Nataaæa?ü9q
Mode
speedC,oatol for
Inductioa
Motor
Driveswith
sate-Dependent
GainMethod
fur
Mairyz
Silainaa,FiryntAini
pataAor, Zutkiflia lbmbinsynthesis of
Eleetricar.euaatitiee Âpplied to
squirtel
cage
laductioa Motor
Bearing
FaultsDeæctioo
fur Mobaaacd Fera$, Notæddiæ Bcaouqa,
Aryüae
Benüabdethb, BerytowruMaryri
Â
Low'cost
Device forcontactless Deteetion
ofpacemaket
pulsesb
P. Bifslco,M. Gsaælli, M.D,Aptço,G.
D.Garyiilo,a.
Urrr*,Niàqrirr,M.
Roaruno,L
§cbiatoLoMoiethwide-Band
aadNatrow-Baad characterizatioa
of thePropagation
Channel
in
Trains
fotA
Marisntti,A.
Matzse,N,
pasqrino, p. Bfubo,A.
Liccardo,x
sînioroù
Moricno9gpb
Àpproach
toPreüct
Near Field
Electrcnagnetic
Interferenceio sMps
U"irS
tàeInduced
EMF Method
$t Leonardo
Soümlit|
Ugr P§ggiarrifntefirational
Revieur
of
1389 1395 1403 1410 t41,6 1427 1437 1446 1454 1461 1467 1473 1tl'àW
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Internatîonal Revian' of
Electical
Ergineering(['RE.E.),
Vol-I'
N' 5ISSN 1827-6660 September - October 2013
?yeâla
?riz*
thesis of
Etectrical
Quantities
Àpptied to
§quirrel
Cage
Induction
Motor
Bearing Faults Detection
Mohammed Ferradj, Noureddine
Benouzza,
Azzedine BendiaMellah, Benyounes Mazari
Abstract
-
Etectric
tîrc)torsplay a
veryimryrtafr
rolefor
s$e
andeficienl
ruming
9î
o"y.irAuiiot
or
pa,verptant
dàrti
&teuion
o{
abnornatïtiesin
themotor
will
help
ad
ouoid unensive failures. Bearin7 îauitscreate
asymrætriesord rewlt in
abnormal amplitudeof
l-letr;;;;;";;;ia
tn"in\â*ena
supply irequencyand
its harmonics-tt las
been shown thattriiri
Wtu
ian
be'dekaed
ty
sEviràt,rvinAs. frequerq,
estimation techniquesluve
been-à;:i;i;;
*d
uied ro deteateârtngfaulæ.
tn
this paper anovertiw
of the Concordia vectors;"i;ü;r;
fuorrty tta
a andfi
eompànerrtsl is applied to the detection ol bearingfaults' Our main obiect'ivei, t,
i*ntiyot" *nirn'of
tlte
two'ia*ponentt
is
most_sensitiveto
beartngfaults-"Aiiit^ria
wt
prTrr*rA
on
à
numberof
fautty
beari1ss showtlut
thep'
qaaùaure
îrïi)iint
it
*rp
ir,;a;ittoe totlase
typesoffoults.
Copyrtght @ 2013Prake
Worthy hÛzeS'nL'
Afi rlghr
rese*ed-Keywords:
Bewing
Fayhs,Concordia yectors,
Diagnosis,Spectral
Analysis,Squirrel
CageMotor
SM
N"4
§yn
Nomenclature
D"
Cage diameterDb
Ball daimeter.lans,*
FrequencY of the outer ringîrns,n
FrequencYofthe
inner ring.fn*
FrequencYofthe
cageî,oa,
FrequencY of the ball ringf
Power suPPlY frequencyfr
Rot*ing
*equencYfrn
Rotor slots harmonics frequencies i", , i*6,i.r..
Thre+phase currênts.Maximum value
ofthe
Phase currentDirect and quadrature Concordia components
Positive integers Number of rotor bars Number of ball ring
Number of pole pairs
§lip
Time order harmonics Contact angle
L
Introduction
Elcctriæt
machines
rcal'time monitoring
is
well recommendedfor
faults
and
overloads
detection,especially in power generation and high power drives'
Manuscrlpt received and 'r;vised September 2013, accepud Ocaber 2013
The
measured
signals
that
contain
significantinformation
on
faults are
generally voltage'
cunent,speed,
-
vibration and noisefil-[3].
The
devetopmentof
modem diagnosis methods haswidely
increasod dueto
advancesin
miorc-electronicsand signal pnocessing
t4l-t?1.
Bearings are among themost
important
and
sensitive
elernpntsin
elestrical machines. They in fact play the role of electr§mechanicalinterface betwecn staior and
rotor.
It
shouldbe
notedthat, most
of
the bearing faultswill
affectdirectly
thebearing geomctrical shape
by
eithen
rolling
elements surface comrgsions, inncr and outer rings cracks or cage damage. This lastfault
is found to be the most common in bcaringfarlts [8]-fl01.
There
are
various types
of
faults u/hich can
bcclassified as
follows
[],
[11]-[13]:
Wear/ Fingerprintsdeformatiorÿ Seizure/ Fissure surfaceÿ
CorrosiotÿScalinÿ
Cracks. There
are also
several
diagnosis techniques for bearing faults detection[29]'[31]:
r
Diagnosis by vibration meâsurcmênt;.
Diagnosis by chemical analysis;r
Diagnosis by temperature mea§ur€ment;o
Diagnosis by acoustic emission;r
Diagnostic by sound prcssulç;.
Diagnosis by laser displacernent mÊasuËment;o
Diagnosis by stator currents anatysis.The
technique usedin
this
paperfor
squirrel
cageinduction machines online faults detection and location is based
on the
spectral analysisof
currents Concordiavcstor§.
This
techniqueis
basedon the
deæctionof
harmonic frequency componcnts gefl€ratedon thc
a-$ componeflts curr€nt §Pectrum.Coyyrigfu @ 2Al3 Pmise Worthy Prize Sr.l. ' All rtghts resened
lm
io,ip
k n6Ài
p
§ÿ
§t 1454 ,.]*§iMohamned Fenadi,
Noweüiræ BenouzT
Azsedine Bendiab&llah, BenyouttesMæwi
These hârmonic fiequencies
result
from
imbaiarrca producedby
fault
prcsencein
different
part§of
the machinetl4l-Ü61.
--Otf,"tit.âànü
@uencics
produced duc to machineeæmetrv
art
known as §pa§eor
rdor
slo6
harmonicsina
tfr.i
appearboth
in
thc
current Concordia vectol§ap*ru;
anbaho in
thc LI§§AJOU form
of
cutrcnts Concordia vestors.U.
Spô§tral
Content
of
Electri§al
Quantitie§
with
and
ïÿithout
Faults
Thc Ball typc
bearings arewidely
usedin
electrical*"ot
in.ty. rfiày
"*
ooàposedmai{y
of the outerring'
fi; ir#
Ang
ttre balls
and
the
cage
providing equiaistanceütlr*n
the
balls.
Fig'
I
shows
theeéomotry of the beuing mdial
ball'
-
Inrcr ringfottlt:
r =h'*(*br*a\
(3)rttts'tà 2"l\- D" ")
-
Cagefaalt:r-*=f;rl'-f;'*u)
(4)-
Ballsbearingfault:
tanx=*ol'-ff.'*'â)
(5) Setrocnand
co'authors
[ll]
have shown
that
thcU*lng
faults oan manifest thernselves asfaula in
the;m#.t[
robr.
These
are
gencrally slassifiÊd
asf,-ail;;il
characterizingthe
eccentricity
faults
on*tJion,
which leadsto
periodic changryof
indu'cànoesi;lh;'
tn
"tint.
ftÉ
should produce
additionalàrquinci.s
in the statorouîent
and thercfore on thec'p
componÊntscunut
sPcctrum'il.1,
Withwt
FaultsFor a healthy ftrnctioning of the cage induction mot'or'
i"
Jdid*
to the fundamenal frcquency, appearsin
the;uà;i
tpttttt
*,
the rotor slots hannonic§ ât fuquen§ie§(f,1
) given by the following expræsion:f,t
=f
lgt'-o*,]
with/as
the power supply frequencÿ, s as.the. slip'p
as*,"
nutU"t oi
poteputË,-,
as the time order harmonicsiirr**irt
e"netatà by
the
power supply), nb a§ thÊàumber of roior bors and k
=
1,2 .' . positive integers'
Fig; t. G€ornctry ofthc ball bcaring
The charactcristic frequencies of the bearing faults aæ
obtaincd experimentally using vibration monitoring and
analysis
fl
U, [17].fituv
it
-Oæ.4 both on thegeome§ of
the
bcaringand the rotation frequenuY.
ln
general, to describc dre operationofa
squinel cage,otoi
tht
twodimensional
rcpresentationis
used' Oneof these representations is the cunent§ Concordia
vectolt
given asfl81-[21]:
=rgt -*',,,
-ft
t
=*'^
sin(zr
rt\
.6.
=n
t,istn
orjttr§qg
Db
bâ11ç,ir6,Ç
: Thrce'Phase curents;ir:
Ma,rimum value of the phase ounent;/
: Powersupflÿ
frequencY.The harmonic &oquencics
of
the different faultsin
a bearing are givenby,[l
l]'
122],'QaT-
Outerrirgfault:
fn,s,*,=*r{'-**u)
(6)
i'
1,,
(l)
1i.2.
With Bearing FauhsThe prcscnce
of
bearingfaults
is
manifestedby
the cenerationof
harmonicein
the
statorcurcnt
§pectrumËi"t i;
üre productionof
harmonic componeneof
cuncnts Concordia
t-Th;
vdor§
in the spcctrum'fault
in
the
bering
outer
ring
affects
the componcnt§ofthe
Concordia vectors by producing new harmonics et the foqucnoy [3],[25]-[24:
Znn+L\
"
2)
=ào-#t
,fæon,,s
=lî
*
*'
.f n*,*,1
(7)where
/
= 50Hz
Replacing the geomeüical data citedin
equation(2)
(Appcndix
B),
givesthc
frequencyof
thccâge as follows:
1455
CopyrtgVA 20t3 Prtse Voahy Prize S'nl" Âll righa æse»ed
(2)
Molwnmed Ferr@j, \Ëoureddine Benouzzq Azzedine Bendiabdellah, Benyutnes
Mæwi
1''6'*'
=89'27-89'2?'s
(8)whert s is thc slip.
By
cons, thefault
in
ttre innerring
of
the bearing is manifested by the production of harmonic in the cu$eiltsConcordia vectors sPectrum:
ît*nog =lS
*x'fn*,*l
(9)Replaoing
the
geometricsl
data ciæd
in
Eq.
(3) (AppendixÈi,
we obtain the ûequcncyof
the outer ringas:
(e) {b} (ei (d)
Figs. 2. Faülts cr€atêd in the bearings used in ow experiments (g) oüter ring fault, (b) inrpr ring faul! (c) côge fault (d) ball fault
The mæsurement equipmen§ consists
of two
cuntnt
Hall
Effect s€nsors and an acquisition card connected æa
computerfor
viewing
the
processingof
the
signals picked up as shown in Fig. 3.Iùrs,,,
=135-135's
(10)By cons, fault in the bearing cage is manifested by the production of harmonic in the currents Concordia vcctors spectrum:
.\æ*,ns =17 *'
*'
f*srl
tt
tI
Replacing
the
geomctical data cited
in
Eq"
(4) (Appendix B), we obtain the frequ€ncy of the cage as:af*rsrftttaqD Po§lR§ulf&t.
PC "-" DC @§EnilroE
f"*,
=l0-10's
(12)urd
the fault
of
the
ball
bearingis
manifesædby
the production of harmonic in the currents Concordia vectons spectrum:fi'*;'e =11*'k'ft'r'l
Replacing
the
geometric datacied in
equation(Appendix
B),
we
obtain
the fuquency
of
the bearing as:.fb*nos =11
*
k'lr,ti
(t3)
ilL
Experimental
Result§
of
Faul§
Diaglosis
of
Bearings
The main experimental tests
illustated
in
this
articleare
performed
by
"the
diagnosis
gtoup"
in
theLaboratory
of
the
Developmentof
Electrical
Drives(LDEE) USTO university.
The motor used in these tests is a three'phase squirrel cage induction motor coupled
to a DC
generator' The motor parameters aregiver
in AppendixA'
Our motor bearings are of ball type, with the reference
6206-Zz(coupling
side) and with the reference6205'22
(opposite coupling side), whose geometrical parametersare given in Appendix B.
The faults dealt with in tlris paper are listed below:
o
Fault of the beæing outer ring,r
Fault of the bcaring inner ring,.
Faultofthe
bearing cage,o
Faultoftheball
bearing.These
faule
are producedartificially
bydrilling
in the bearing in order to create the same situation as real faults,(see Figs. 2).
Copjngfu
*
2013 Pratse l{orrty Prize S.r.l. ',411 righu rcsertedFig 3. Motor experimcntal setuP
The different
exporimentaltests
focused
on
thefollowing operating cases:
r
Operalion of the healthy motor,r
Operation of the motor with outer ringfault'
r
Operation of the motor with inner ringfault
o
Operation of the motorwith
ball fault,r
Operdion of the moûor with cagefallt.
The
non-sinusoidal
stator windings
distributiongenerates space harmonics. These harmonics manifest themselves as ripples
in
the time domainof
the current harmonics and high frequency harmonics also known asslot rctor
harmonicsin
the
stator current
frequencysp€cüum. These harmoniss
occur
in
pairs
at
regularintervals. Harmonic
fuquencies
of
the rctor
§lots are given byEq.(6).The
procedure adopted in this paperfor
thebaring
faults diagnosis is presented by various stcpsas follows [28J:
-
Estimatingof
slip by
deærmining thefirst
rotor slotharmonic,
-
Predicting
of
harmonic
frequencies characterizingbearing
faulg
deducedfrom the
various thÊoretical formulas given above,-
Checkingof
the presenceof
the predicted harmonic frequencieswith
thoseoccuning
(captured)in
the real stator cunEnt spectrum.For the
study
of
each
bearingfault,
theanalysis
of
the following
electrical quantitiÊs considercd:-
The statorcurrent,-
The a Concordia componeflt,-
The p Concordia component.(5) ball (14) spectral
will
be I456-Mohamned Ferradj, ù{uredditæ
Benuzz|
Azzediwùenüab&ttah,
Benywnes MazæiThe
objective
of
the
anatysisis
o
{ind the
mo§tr.n.itir.
it
rl""t
quantity (among the thrce quantitiesiirt"a
*o*)
when-carrying
the
various bearing faults diagrrosis.Figs.4(a),4O)
and 4(c) reprcænt thc spætraof
-the
stator cunent,
ih. o
componentand
the
$**pon*t
in the case of a motor operating"it
an outerrinc'fault.
It
oan be notcd*rat
in ttrc spectra of drcth:tc
ffi;'""t
luantities,
thc
prcscnceof
üre.
h-armonic.fr"oræritti.
of the ouær ring fault frequcncy is-37H2'-"
ffri
oAaio"a
rcsults validsæthe
theorctical relation reo.iioll
which predic'ts the &equercy of the outer ringà:üilT#
amplituïe of the harmonio chara§teristic of theouter
ring faült for
thÇ ststor cumÊnt' thea
component*J
*i}c"ncordia
comPon€nt is rtspectively 0'0 I 96E'0.01968 and 0.02022.
It
can bc sccn that, among the threc quentities' thep
Coneordia componcntis
more sensitiveto
thê præen§€of
-';ü;(tt,
the outcr ringfault
3Ol
*a
5(c)
represcnttrryIY"tv
th'
,o"&
of
the statorcun
nt, théc
urd thc p
Concordiaé*p"""r"
*
the caseof
tlte
motor operatingwith
an inner ring fauh.*ï
ffi
be
noticedûrc
appearanceof
the
harmonic"hÀ#ttù
oi
ttre innerriïg
fault
in
the-spectrumof
iË.
trrË it."t"cal
quantitiesat
fi'cqucnc.y.TTHz
lt
æn;Ë-bt
noticcd
thl
signifioant sènsitivity
of
the
f
ôàncordia somponentoithis
tyPeof
fault
comparcd to the othcr ones.z
ë
o6.-i- at cl.s 38
38.5
39 Freqærçy(llz) (b) n.5 Frcqxrcy {a} (llz)--
Hcaltttÿ FreqtmY(Hz) (c)Figs. 5, CasÊ of opcrating thc moto witr the inrrcr ring boaring Ëuls'
'
ÏàiiÉ
«utot.'r*m spetuum,-(ul specttutn ojrhe-c Concordia'-'
ô*po*rrç
tc) æèctrum ottne p Coræordia component
lntarnatioral Rllttatt of Electtcat Engtnccrttg" lrol' 8' N' 5
+2.
àF o ÊL" 9is
r) E! a eFiqs. 4. C8ê of operatrng the motor with the outcr ring bearing faulu'
'
'i;iËü;;'"*ra
ip*t**,
(b)
ÿîtrum
of the a Concordia'-'
-à*po*rrt
.: speêtrrsrr of thc p Concordia compolæntCop1mght § 2Ot3 Pmise Wonlry Prlze Snl' 'All rlghu resemed
0.015 0.01
--ffi]
-FaultYI
I i i,'l
0.(25 ' ilt
37llz
lr
o.æi
V I èi ,l;
0,0151 Ei§ o.orl
'
,€ i
,ir
o.oosi
,, I
ll'I .
t
.,
-,
,r.
lli.!l,
It
3 1457Molwrwed
Fera4i'
Noureddlre Benouzza'A*ediw
Bendiab&ttah'
BenyottnesMæari
*ffi
l':ôPËiffli*ffi
LtÏjffii#i
ômponents in the casc o
i,"ill
it
can be
fl.Hin1ffilffl-iil,ffiig
characæristic of the ball
IiËfr
âi'"*ffi
'rqrî*H%ftr"i:fli,ï§.1i
iiilïiJffi
ef
iffi
;,x;;;'*::
Fies.
7(aI
zol
ano'Ttcit"pt*itt y-ryivelv
tnesDecm
of
the
statort'*nt'
th"
o
*tnpo"ent
and É?ffininâ
î"
,rtît*"
oittt"'*ott
operatingyA:Y,:
fauh.
It
can b€
seen*re
p1cs9nï
of
ttre harmontccharacteristic
or
æ
*Ë-a['ri
il,t"
spectnrmof
the"iloi"â
qr*ttties
attuquency 30Hz
30 tE.
ÿ
Fiss. 7. A case of opsîating th€ motor wltr-caæ
qtt'
!{thc- stator'
'Ë"*iitîJ,*r",
Ol +àctrum of oe cconcordiacomponenL-*'-"' -'t-.ifi,i.fo
'ofttæ B concordia componcnt
It
can
be
notedthe
scnsiüvity
of
the.p
Concordia comDonentof
this
t
Oooï
fault
Lomparedto
the othcrîr.'fi,iJ;:T;bti
;t'd
rituà*tti'"
t'he obtained rtsultsÏ;;-ü;"rs
faulls deak with in this paper'AMPL*TDE lMrLrrvvÿ.r.rF.'-r-- AND
r-*,*i!ffi
ry*.31i'gYg'
tcFoRTHETHRSEELECTtrICÀL ÔF THE OI'TER AND INNER RINcrnrcnt spccttum Spectrum ofthc c Concordia component Spectrum ofthe P Concordia 0.00259t 0.00450? Fies. 6. Case of operdiûg tha motor wilh ball bc*ring àultq'
a: the
#Süii-.i;-ff
'b:-spcctnÀofdreacoocordjacornporrnt'c:
rum of ttre P Concordia cunponont
Coyyrtght @ 20t 3 Ptsise Wæthy Priæ S'r'l' ' All
rigfits reserted
compon€fit
.
hternatonal Reriat of Etecttcal Enginecring' ltol' 8' N' 5
Mahanmed Ferradj, lloureddine Benouæq Azzediw Bendiabdellah, Berryounes
Mæari
sp€cEum Spectrum ofthc o Cornordia compon€nt §pc*rum ofthc P Concodie @mPonont0.00748
30
0,012420.0t242
30
0.03722The
results
show that
the
tÊchniqueof
specælanalysis
of
the É Concordia somponent isb*t
suitedfor
fault diagnosis ofbearing faults.IV.
Conclusion
In this work we have shorryn the usefulness and merits
of
the
Concordia vectorsdiagrostic
techniquefor
the detostion and localizationof
bearing faulB in thc squinelcage machine.
For this, we have presented
in
this papcr the spectralanalysis
of
threeelec*ical
quütitiss
namelythe
stator cunlsttt, the a Concordia oomponcnt andthef
Concordia component.The experimcntal rçsults canied out
ir
our laboratory have shown on the one hand the corespondence betweenthe
theoreical
frequencies and thoseoccuning
in
the spectraofthe
three electrical quantities ando*
the other hand the sensitivity ofthef
Concordiacompnent
forthe
case ofbearing faults.
Appendix
A
o
Diametçrofthe outerring52
mm,r
Diameter of the inner ring 25mm,o
Cage diameter 38.5 mm,.
Approximate ball diameter 7.938 mm,r
Number of ball beadngs Nà = 9.Thc contact angle
Bt
is assumsd to be cqual üo zero.References
tll
Nandi, S. ard H.A.loliyx.
Cotditton monttortngod
faaltd@losit
at
electrtcal næhitws-oreviar.
in
lüxtty
âpdtcattarrs Co4feærce, 1999. ThtrtyFowth ù45 Annual
t&et*ç. Cwfercæe Rccord ottlæ 1999 IEEE. 1994.
t2l
Viænte, P., et al . A gaæral scl*æetor ttùtctlon wtor cotülüon,nonlt@tng.
in
Dtagtosttcslor
Electic
l,hchlnçs, PwerElectronics
atd
Drives. 2AA5. §DEMPED 2005. Sth IEEEI n tcnatiowl Syxtposiua on. 2N 5.
l3l
lilei, 2., T.G. Habctler, âtd RG. Hxlcy. §taw Cwredt'Based Beartag Fault D€tscrlaû Techniqws:Â
Gerural Àerian. inDiqwstics
/or
Electric lhchtnes, Power Electranict ard Drtv*, 2007. EDEMPED 2A07. IEEE lntcrretiornl ÿnpostunon.20o7.
t4]
Bcdiag&t.,
et
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&alt
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I8l
lbrahim, A.,ct
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t]
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strq
fiw
monltoring.in
Diagnosttcslor
Elecfic fdachtnes,Rated Power
§upply frequency Rated voltage Rated
curent
Rotor speodNumber of rotor bars Number of staor slots Power
ftctor
Number of pair of poles
3kw
50 Hz 380V
7A 1440 revlmin 28 36 0.83 2Appendix
B
Our motor beæirgs are
of
ball
type referencc:6206-7-Z 62A5-7J, the data for thesc bearings are:
Cwpliryg side reference
620622:
r
Diameter of the outer ring 62 mm,r
Diameter of the inner ring 30mm,.
Cage diameter46 mm,.
Apprcximâtqball diameter9.5 mm,r
Numberofball
bearingsÀ'ô=9.
The conbct angle p1 is assumed to be equal to zêro. Opposite coupling side reference 6205-22:
Coyyright
û
2013 Pmise lltonhy Prl* 3.r.1. -lll
rights æwmed(Hz)
(nz)§htorcument
10
0.01223
30
0.012351459
:
i Motannmed
Ferradi,
Noureddine Benouzza, Azzediw Bendiab&llalz, BenywnesMæari
iIPower Elecrantcs
&,
Drues (SDEMPED)'20ll
IEEElnte nuttowl SYmPosiwt o,,. 201
l'
Il?1
§â!d;ri,
w.'anâr.
Jelassi hdrædormort
bearlng funage dcnctiut$ing
starar cwæn! anaÿsls'n
P9w-1 Ettgtneering'îi6 rà
fï"ni*t
Driÿ€s P1\YERENGI20ll
lntenattanalCor{ercnce on.Z0ll.
lf
. '
gl §ilvi
l.L.H. and A.J'M. Cardoso' Bearbg tailutcs diagrcsts ùr,1orrr-piase tnductlon notors
hy
eronded--Parh's ÿeclor-G,Çi.'A
hdwtrial Electronics Society' 2N5' IEC0N 2005'
i
i
st Annw t Ccrltfe rence o! t EE E' 20Æ'5'tl91 Zart;;
,.
.ttd-t. -Postran,lr
Advarced Park's Yectors Aryooch' '
1o, i"artns Fault Detection. in ladnr*riat Techaologt' 2M6' lClT"iou. ÆtÉ tnk
*tiowl
Conlennceoa'200É-t201 Oflei,
ÿ.
*a
U.g.ff. -Bcnbouzi{ lnàtction libtorc Bearing' '
'nii-i
Failçes Detection aad Diognosis Usinga
RBF ,ANN Park*t"a
lielibd.
Intern*ional Rqviewof
ElcctricâlEnsineering (IREE)' 2008 3(l): p' E'
I2ll
dË,-i.ÿ:ina
ü.
et
Haitldi
Bcnbouzid' Indætiæt Motor"''
B;;;rg
Faiure Deteettonod
Diagaatis:^F'!"ÿ-
Concordiaî;,;;ô;-
iiproactet
Conparune- §rrdÿ--Mecharonics'
ieeeiesrvre iàrsætions on, 2008.
r{2):
p' 257'262'.t22l Elfckÿ. 4.A., M.l. Mæord, and l F' El-Arabauy
'
Fault Sigruatre''-' î;;t;iorit
-iiÀ*ioitio
Roltir Elenent Eeartng§ tn-ltdwtiott Motor'n
u
r*i"
Electrcnics. 2N7' c?E'07' 2N7'rær nàslni. r,.
üa
e. Bassi, Sra,or Curentaù
Mow Eoficiency as'-''
i*d;;;;r; 1ù
Difierent Tvpes oî Beotry Fattlls in lttductioni?rlor" rnartriJ
rbffi'ôàb§,leeg
rransactions on' 2010'ÿ(l):
P.244'251.l24l
i;;;i i.,
et at. useof
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ctarcnr{or
co'|dition' '
,*nitriaru
of
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irducttort rao'ors'in
Electricali*eainei
zoos. I1EM 2a08. tEth lnter"ationql Cor{ennce on'2008.
f25t eyingoû C.§.,
ct d.
Recent casc §trldi*sn
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pragrotis. ia Aeruspoce Coqferuee' 20d6 IEEE'2@6.
[26] Del vescovo, G.' et al. f,lulu'fault diognosis ol rolling'eÿAen1
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tnterrdiomt Confcrerce on'2010'fZZt iralln, B., J. Regnier, and J. Farætrr' Eearigîaun i'üicaror in
'-'' iiàiiin',*"tin *'*g
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t29l Villalobos-Pina F.J.' Alvartz-Salas'
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r30l
èü;;h-
4..
Bendiabdellatr,A.'
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dia$tosisin
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(3)' PP' I2 l6-12?3'
13ll
hqiàperea O.,
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'-''
orËtion
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Revian on Modelling and Slmulatioru (lRE!fiS)' 5(2)' PP. 959-966'
FlrrrdJ Mohamud {1961) rcccivcd the §ttê
cnginecr degree in clectrical engirering.in I 986
Êdn the Univcrsity of§cicnces ard Technolory
of Oran USTO Algcria,
ttr
Magister degrEû'orr tho Superior netiorul school
of
thc tcchnical teaching ofÔran. §ince 199Û hc was ateachcr
of
electrical sciefioe§at
the sÛîc univcnity. His area of rcsearch inchdcs noisand diagnæis of dectrical mochincs'
ffiid,tr#"*trï,§;H.*§ll
-Alseria. His rescrch inærtsts include: Electricalmachinæ and Drivcs
Cormrol. as well as Electrical machincs Faults Diagnosis'
reffi,ffi
Engineering at the University of Scicncos md Techrælogr of Oran'tÙ§fO) nigeriu. His resoarctr intcres§ includc: Eleclrical machincs
iXsigr'anO-»rives Control ard Converte$: for Field Calculations' as
well as Rectricat machines Farüs Diagnosis.
Authors' information
Beoyouuts Mezeri (1953) received thc §tatc
engineer degree
in
Electrical Engineering inl9r8
Èom thc Uaivers§of
§ciences andTcctmology
of
Oran (USTO) AlgÊria, the M'S' deereefiôm
&e
Univesityof
Colorado Boulder U.S.À. in l98l and the doctorat degreeftom tlle tnstilut
Ndiond
Polyæchnique deLon"ür (INPL) Narrcy France
ifl
1992, §incc1982, hç nas at the USTOOTan snd Èom 1987-1992 tp was on lcsve
À
a-tæcarcfpt
d
INPL (Francs). Since 1992 hc r*as a Pmfessor of Electrical §ciences 8t tlE §arne university. His arco ofrescarch includes power olectronics, trâction drives, and harmonics in powu systrmtCopytght§ 2013 Pmise Warrhy Prtze Sr'l' - All rtgl* nsemed
1460