.iournalof AI Azhar UniversityEngirieering Sectnr.
Vol. 7, No" 22, Janulary,2012,192-'Xgg
PH,I*.FffilqiWANCfl
ANAI,YSIFj ffiRlF&.A}t*T'ff"*,4VEI{A{]Xl P{}\^/EnRX{ATXO
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Military'I'echrrioalCoJlage
2 Fercriltyof ShopraEngincerirrg.Banhauniversit)',
A.FjS
n'[tu\(i'n'
of Multipie-Input Multiple-Outpr"rtOrthogonal Ft'equencyl.)ivision tr4ultiPlexing
A tnajor chau,bae:h
Powc'r:Ratio (PAPR). SelecteclMapping
(l\4ltvlQ"Ol;llM) systeprsi.s its trigh Feali-to-Ar.erage
Seqnence(PT'S)is l,ropo"qcito overcomethis Probiem.
algoritl1m(SI.M) aLrclParl"iall'r'ansmi1.s
llivision
n in Olthogullsl!;'lcclnency
Si.,Mis ole of most n popularschemefor peakpowel'rerJuctio
the
carrvinp,
(OilDI4) rynt*ms by generatingiei'eral OI'DlVt symbols (caudidates)
N,lultip1exilpr
ln this pailer vve
sainejlforination a1d ssieci the one having tire lou,estPAP.hl{br transrnission.
OFDM s.yntbol
(PI)F)
selectecl
of the
tiieor.eiicalainplit6del,robabiiity Ilelsit5' Function
<ler.ivc
i-rsirig
or:dei:
statisrics.T'hisamplitucleI,l)F enablesr-lsto rlerivetlte Signal-to-NoiscItatio (SNR.)as a
fkrrPAPR in wi reiess
aucJerror perfbl'lnanoeof N'iIN4O-O1?DM
functiorro1:thc number af cauiriidates
tire FAPR of tlie transmittedsigrierls
show that this techrriquerecluces
hitunericiilIlesr-r1ts
Sys;'Lems.
corrsicierabl,v,
(OF'Eri\{),I}eak-to-AvereigePowcr'
J\tnrntipneximg
L-}ivision
}rrer{memgy
Ortirergonnl
KitVW$ft.-f,)f1:
(P'FS)'
(SI-,h4),
Fartial n'rnmsmltseque}rc:o
ftntio flnA]rX{)$Jecf.ivexraarpping
c]tstox'tionra{c ('
(FDF),Siigmat[
}uBit Ernor
ll,'una'(,[on
Profoabili(vLlistu'i,fuution
(SN{q).
atio
( Il}t}R), Sigmatr-t:o-lq{oise
[t
Ra{.es
i {NT[TC,DDTIC'il{ON
brrt it
sy.stems"
MlM11-OI,1)kijs eurattractiverr:chniquefbr high clatarate rvir':lessc,ot1}mttnicatiou
r:xhitrita largleireak-to-everage
tr)owerratio (PAPIT
(tlie
car:riers)lil. fire high PAPI{.
compoirents;
region of lligh Pcirver,z\mpllfier(I-IPA)
notLliuear
qf Bit lirroi: Ii"erte(iilllt). In OF'1}M systcins,seve
(SL.M)and
SerlectiveN4a.i4ring
ic.,sc,lrct1i.sprobiem l,) lil Orre of inost u,idely usecimetltt.rdsis 'Ihe
'lransurit
probabilistre:
of
pr"iLiciple
parrial
sequencc'(pl.'S) using probabiiistiLrmothods.
nrethociscleireiiclor-ireclucing1hc:probauititi of high'IrAPIl iry generaiing sevr:r'aiCIFDM symirols
(i1r-rltiplecalcliclates)carryiirg tlre same infbrmation anr.lby selecting the o're having the lorvest
sul:rbiogk partitioning
can also be classifiedinto tr,r'ostral,eElies:
PA.PR.Thc plobabi1isticrnethc,ol
'trhe
strategyancll:ntirc bioek s;trate5l5'. sub [rloc
clonainI
(tlTS) l0 I j. cliviclesfret,'us11st
sequeircc
nlapp
thc erttirerbloclt s'irategy,sitcli as seler-:te'd
entjrr
tht:
cauclidates. [iirst.
rnr-L1tip1c
!-Icllcrzitiltg
192
()FPF,AI(-'IO
_AVERACE
PEIIFOI].MANC]H
'"Yii1,'i;,il"
ANALYSlS
WIITELESS
IN MIMO-OFDM
IONTECHNI(?UES
REDU("T
Distributicn Funct.iott(PIIF) for the
gencraterrLtltiple eandiclatesis considerecland ti"reprrrobability
systernis analyzecl.When the cairc\idatelraving the lolvest PAPR is selected,the
multiple cancljelate
a funetionof the numiret"of candidates'
of a selccteclOFIIM symbolbecs:mes
PDF;f the amplitud,e
We applythe analyzedPDF (as ai'unction of n) to oblainingthe Signal-to-NoiseRatio(SNI{) as a
luncLiol of 1. Then, the SNit (as a-funetiorr of n) can be useclfor analytical error perfornianee'
Ftro$,ever,we silggest using our PDF (nrultiple ciindidates) to obtai.n the tirecretical elrol'
system.
perfnrmanceariclalsc the statistiealchannelcapaeityfor the mLrltiplecanC,idate
2. #F nlhdsvsTKn/flvfls[']E[,
I
W.ith
We colsiclef the \4I1MO-OF'DMsysternswirh ,\r, transmit antennasthat use N subcan';iers'
=
wili be
OFIIM rnodulation"a bkick ol n clatasymbols(one OlirilM symbol), {3',*,rl 0, 1,.',, n-l }
:
0, 1,"',
transmitteclin para-llelsuch therteach modulatcsa clifllerentsttbcarrierfiorn a set {.'f'r',N
'Ihe
'='
symbcll
N subcarriersare o;thogonal,i.e. .f.. "'N,tr,f' u4rere"l\7d 1/nf' and T is the
N-i).
as
basebandOFIlld signalir-l*.r of a blcickcan be exp''resserl
period.The resr,rlting
:5ll,-t.1,.s3j1:sirr
0<t<n'f
Lui-'
.L.r:ail,==
(l)
ffidari;;f
ank:nna'
Wheres,, is the transrnitted[]I.'DM signal at the N:" subcarrier<if tl;,e ,\'otltrartsmit
-AveragePower tr{atirI ibr
T'heoretieaily,large peak-sin o'FDfuI systemcan be exi;resseclas Pcak-tcl
one transmitautenua.It is usuallv definedas
Frt.$-ltS 5-K;c;:--ii-uir--f-: '-* I:\-:.pil-r*::5j
'.'.'''r
il,,i'"'
Q)
;.1:.1,.''
distribution f'uncLion
whcre E f .] rlenotesthe expecte,dvaluer,Then"the cr:nrplemcntaryouilllllative
the given thresholci
(ccDlr), which is the protrabiliryrhal tlie pA.pR of anbrnta syrnbolexeeeds
as
PAFRO,cau be expressed
(3)
AssitnlcA -* IlAPitO'
pr
*. (pAFR > ,DAIIR$,.=r\)
CICDFT
"[']ur:ughoui.
tLrispaper we asct]rnethe rnultiple ce
(frequenc)rdomain signal,
variables.n eanclielates
of probr
this eaiiditiategeneratorl'epreselltsa c/'eir;s
'l"rartsfort
Alter the N-poiiit Inverse lrast rtrourier
doinainsignal).
i r{ ir,, ,}li' , l '': it"" 'l!J'
[ f ; ; . . - 1 . r , , ] r , ; , . , , . . . .' ]
Wheuwe cletine il, , * i t, , i
'fhcn
i . 1 ",r " * f 1 * * { . f l ; . . ;. ^i l : , : , . . " , f f " r ; r * i , ' f l 1i,l; 1 '
'\'',
' , - f . : , : , , . , f ; : . , t * . : , j ' i i. 1 , : i
" , , f , , , *l f
{,., , ,.a[:;,) .* LXr+;
'
(4)
I r . , ; - ; f ; o : = " i , f , , 1 , f , r . , :, , , ' l l r l. . "*fl i l . ; , ,i '
r'wherr:
::i rtr^!:?rillttt, i $t*l',' i;,, ].) Ior
oancliclat:e,
"1
the
t$tit
selects
peak
cleteetor.
a*d the
by a
'l''hen,
the seleeiecl(i*"') OI.l}h4 signal candicj'ateis olipped
j €
ii, . u] a'el ,i t {1,.,,,:{}.
follc'w.s:
where we consider the so.ftr;lipping Moclel i i 4l, I2l I as
nrnlinear a.mplifier*,
;
1
\' ;:,-, *, . x , . ir i ,\ ,. 4 ; w - ; r i . - * "I
,i:' ,, w,,
i..
1".1.-.-..t.
{
I A t j E S?. .2 ) . 2 L ) 1 2
;
r
(s)
PERF'ORMANCE
,a,NAI-YSLS
OF FEAI(- fO' AVERAOI.:PO\4/EJ{RA'IIO
Ri?DI.i('TION
TtlCI-INIQUES
IN MIMO-OFDMV;IREI.ESS
'Where
..{ is the maxinruln permissihle amplituclefor the c.lippirrgmodel (threshold ler,'ei).The
r:lipped jrr" candidate is transmitted to the ree'eiverra,itli its side information, where the side
'I'he
infblmation containsthe information of rlnai,d it is used for rccovering the original datat.
side
information proteetion dependsan the various protoction strategies,such as no side irdovmation
rt':etlrccf
the
f l5. 161or codedside informationrnethod[17], Flowever,in this paper,for ar,a|1'z:"ng
pure effect of inc;reasingn f'or the multiple candiclatesysteni;we assumethat the side irilbrrnationis
s;entwitirout ettors. If we assulne the complex OFIIM i;ignal, which consists of a nuinber of
incLepe:uclent
orthogonerl
subearriers
and thi: OFIIM signalX..- fbr i [ {i,.,.,rr} and .i'E il,.,,,:{],,
(]aussiandistr:ibutedrvith mean0 and variance1. 1.lreenvelcpe :.,., = [.r',.,I is R-aylelgh
is cornptrex
distrib'Lrted
with PIIF ; given by:
, i r ' - ,i --"
,tp;" : i1: fi
* i ::, e'-tt
(6)
'.'*r'*":
gr:'t': ':" *
te,
r\o<;ordingto the largestorder statistir,:s
|15l. the distrillr.rtionof the maximurn o1 lhrl amplilude
'-=
.l:
va.iues( rtl,.i-l;'.,
is gi'ren by
,3) ri_--,,,,...
'i*i *;
(1)
, \ ,1
r 1 . r : 1Ir -. ' - i : i ' ' ' i * t
i ' j , . . n . r i .*: ;J- , q . i " i a , i t , l . .i :- i.r. J , r f r . ;
ter
ltr/henwe selectthe er+ncliclate
having minimum peak amplitude among n eandidatcs,ar,:oording
ihe runallestolcJerstatistics(CCDF) 1181.we otrtainthePDF of the pt,:akarnplitudeof tne selected
candiclate
r;ri*r i,*;*r, {r,, }i=, [;;;"
Using {o,,," i.;:1
j ri.t )t'- x
{..ti
t: r l..lr'.ir,-'..*"
,"*,". t ,': ,* rr"r1,,.,r-.
Frornliq (6), (7)
i . : r : , \ ' . * i , ' - ; rr r l . - e " " ' ' J' ' " " " t . i - t " , . , , " ( , r : ; i o : t , i " ' * t
'* r''''t ,ll't'
^" ,.i..1
,'Wl:i"lxr {'! -- 4'*'i: l
tt't,i
Where
J-' .l*,-,,,r{r'1n,.1=. l
*
(8)
*
{ ^ r . r , . l = j i r r i \ ' : : , . . , { r , , , , . -ii,'\:f1i ; i J ' ' ; - 1 , q , t r : f . : : } ,) 1^ i' ti " t t l . f t ; j 1 ' " i " i t " ' * . J
We non, want ta iclorr the FDF of)'ampliturieof the seler:l.cdcandiclat€ xr-*.= ,*:- iu (5), we have
' -,:".*,*- ,.
sinee
i.:.i using thc smallestorclert;tatistics(CCDF)" Fru'thermoreo
obrainecl.i:,-;; i *-i fiom i=*.,,,."
"
,ri,:.r",
i-r,..J *,{*;-r;=1.
{ "rriri:i'.
{::"*.,} = ,ru,ort.
V v / e c a n a l s o e x p r e s r . , i " . , ; . .a{s- :ai f u n c t i o n o f i ; i t t s i l i g t i r e l a r g e s t o r d e r s t a t i s t i c s . T ' h e n ,
J::;;:i: j-
F--i .: j '* i j: i;,.;;,i i' j r;r'ir
']lhe
is giverrbv: ,.'l.itl * F-.{;:.j'
candidate
of theselected
PDFof theamplitude
' . : . \ ; " 'i ' * :
j;- in;'rr *
I i r"{ iJ F-''
j cr.i'j
,i
-r..:,.r** r.1,.
F .-1..i
\,..1c
(e)
n /-,,.,.r,,
tz]
-:".* r
Ii* I
r'
'"
(10)
s ; ,1 1j,r - l : : ) r . L " - "i l . " - 1 ; 1i';fi r j ' ' ) '
{.{i * trlfls)J " i
t,\.fi:jll
W<:expect ali p carriers to be aotive. N4oreover,we eonsidcr i,. transmit antsnnits'over wh'ioh
Spaoe-tirnecoding as, e.g'"irr [1!]1,[20] is not
indepen<lent
clatastreamsshoulelirc con.rrtunicated.
consiclerecl
here.13 eaeh6f the * .: parelllt:lOIrIlh4 transnritters a block of n clistincteottrplex-valued
oar.riers(OI;DM lramc, eornbined intr; l.he veetor is transf't'rmeclinto time-clornain(equivalent
-.
t94
.IAUL:S.7.22.2412
*AVERAGLt
PL:lRFORrviANC-rE
Al.lAl.YslS
oFPEAI(--TO
\,vrRELESsi
THCHNtQUEs,
REDUC.TION
tNMlMo-oFDM
T,T\N/+xi,+ff;lu
compiex-rraluecl
basebandsignals) using the IFFT. rJombi:rirrgthe ti'me"rJomainsamplesinto th'r
vector the eorresponclence
is vrritten in short as uslral in wireless aplrlieations,l/nfcrrtunately,
becauseof the statisticalindependerieeof the carriers,the time-domain sa.mplesare approximately
'I'his
complexGaussiandistribr-rtecl. resultsin a high pealc-toavcragepou'er ralio
f l r i r : * ' i i t " $ i : i i 1 * " i , i * " ( ; \ $ [ : i i r r r * - : . , ( , i i r { r } l ' : ' -. :{ i s * . { J . f{ r J : r x " } r * i 1 " ' : i ; ( i 1 )
V/e appiy (1i) to obtairiingthe Signai-to-NoiseJplus-distoltion
l{atio (Sl\R) as a firnction of n
(t'i\H 'r' ' ll-ll. Used the ltayleigh FDF f* , to obtain the SI"IRof a niultiple candidatesysLem.
.[-Iowever,the:PL.!Fof arnpiitucleof the selecieclehnclidatesnot Rayleigh PDF anyrnoi:e,beiug the
fturction of n. Tlherer"crre,
we use the PtlF' of (11), ,c; tn obtain the Sl'trR of rnultiple candidaie
systefil"and liere alter we will use SSIA'* as a tunctir)n of tt, insteaclof SI,TR.lior that, the PAFI{.
thr'esholdfor clipping liarne error (F{)is define as
Li',.i -qi" It ip.',i
\ty'irere
theinputpor/er tril,' *"{i "fl t t.: *',1"and
p,j,'=.F {i.r,,,,it
} *. J*''t*"}tl; Le}ds
(12)
els
solutionis obt,,iitteil
F'rorneq,(11) the total outpr.itpower for the multiple carndidatc
( 13 )
(14)
arrdthe signalclistortionrate^ rT
Vr'hei'ethe total attenuation factot k * -'ii-,*
it;,:.
'lhe
iiNR for the mrlltiple i:anelidatetechnieluc:
(15)
=
$\{f{:rt
Fiirnliy we assumethat the side information is
Signalovel the AWGN charuel is given by
|tiR'.ttl )
,P, * f*)i 'r,;',$
Firrlhennore[iymlroi etror tates (SI)R);
Fs ;;t
withorit errorrs,the llEIt rnoduiated
{['-]1')'r'
siou,li, (constantattenriationcluringorie OIiD M syrnbol) itayleiglii;or the fi.equency-nonseiective
{'adineeheulnel
j
Ihe IIEI{ is givenbv Ji
s:: i-
I
f {
'-
["'''rs
i
**.'l.d*
srt'ltdigen$
r'! . 1-t . i*3i]
\
/
.+l r",.'t n"f*
. J ^ dq ; ' " J r a r + '
alL
;'il ir
Wlr.ere
e is the ehalnei attenuatioirwLriehis RayleighdistribtrtcdrvithS { lt"ri}'" t.
.1,\Lri:S.7.2?.201).
(l6)
I N MIMO-OFDMwlREI,ESS
l()N TECI-INIQUEsi
POWEI{RATIORF.DtJC'f
PIRFOR]vIAN.E
ANALYSISOF PEAI(_]'O-,2\VERAGII
SYSI-I]MSJ
-*'-*---l
"\
t l $ r , 1n ' " ' * " ' ( . l q l
;'n . ill$ HtiJl (itt;rts.,.I,-i; ]
I ir'* Fl
ti*t-.:i:tnt
ill;i5i+r
i iin;t 1,,'
t:o:'.
'
Fig" !'
F 5idrl ittlrultr*bltln
a) SiLiVIffilochf,liagrant
S
3" IWJMtr.[AnCA\f.RS]S["Jn.,T
order to
A S;M algorithin is nog-clistortiontechuiqu:esfol reducing I'APR in OFDIVI system' Itr
reoeiver,
the
to
seut
demo<lulationin the r*eeiving enel,side information tnust be
have error-fi.c;e
protect
correctly,I-{ence,in practical a-pplieationoften requiresthe ltsc of some eoding Ineasurest-o
performauce
irrfurmationtrom beilg rlisrurblcl;this paperfb r:uses.xly on stiidying PAPR.redr'ction
in h4IMO-OFDMsystem.
of tlF-DM
f igure l. an; ^1.shora,SLM proposalcan sigrrificantlyimprovethe PAPR rlistributions
'fhe
pcrv/er signal'
systern,that is, significantly reduce the plJsenting protrability of large ,peak
but with
n-will raise the complexity clramerfically,
increasingof tho numbor of oFDM signai fi"a.mers
jt
for
used
be
benefit of smail inproveurent of parn teduc'tion pelfbrmauee that means can
ficrrthe CI"DM
clifierentgFDM systernsiryithciif.furentnrunberi:f oairiers.if is particulartrysuitablt:
(more than 12E)'
systemrvith a large nurnberof suir-oart'iers
as the function of n vrheren=\,2,21,
ri czrndidates
4, shr:wtlie IILIFo1 agrpliturleqf the selecte
i,iigrrr.*
here atter we
it. $/e use i;heFIJFigf eq (10), to otriain the SNII of muitiple canclidatesystern,ancl
wiiJ i-rse$NR "' as a functionn,
ru'rcl frequencylrip,rrr.eS" shor,vsthe error perfrrrmance eompa'risoll over AWGN chanuel
with an error
matehe'J
weli
is
fadirig charrriel,wheie the analyticai siyrnbolllrror R.ate
noiiseleet.ive
Wecan
f r a m e w h i c h a p p e ? , r s a t l a r g e S N I { b e E : a u s r : o f t h e c l i p p i n g"n0odi lsl ca an tdFt lt = 1 , 2 , 4 ' B '
try iuereasingn'
seethatthe erroreandecrease.
7.?.22012.
,r^r.lES.
-.,r\VTRAGE
Pb.rurOltNlAi'JCE
ANALYSISOIj PEAITI-'IO
WIRELESS
IN ML\,4O-OFDV{
POWERRA f {O REDLi(]TIONTECFII\IlQtjES
SJYS'I'E\,iS
itjc r:
=' *'
f{ "ffi"
* *-
lal Oriun4l tle?55
tr) 5trs1 1t<?58
{i.l SL M .t{€ t?r'l
*. .".*.-" td)SL[,1 il€S,l
hi 1tf'
0
il
0:
n
.{
L
c
8lto'
t0n
+
8:
r
I
l.+,.-,,-".-Ji
1l
1[
P&FRDiNB:
irAPKllrl8l
F'ig..}. C'ompanisonof 'P.AFRned
Ferformanceswith different.va lues of N
Fig.2" Comparison of PAPIR t'eductiolt
Fenfonrnnlrces
w;fh diffeq"entvrlluesof n.
l() ,
l0 l
lil
''
t{i :
3fl
Al:plitutle,ri
F$[l fov s-i1,: t
Fig.4. .+nalytical
t{r N = I2E"
Clorresponcllilg
,rQ
lrr,,'Nt
ddltt
F'ig.5. .AnalyticalSymrholXirror tr{nteagninstfran ie El'ror
'tr'his
tpgiearsat lrin'geSFIRbecauseof the cli'nping
a t F * 0 d f i Ba n d n = t r , 2 , 4 , E
fNoise
4,.C0NC{,US{0I{S
in
i1 this paperl lhe perforr.nance{)f SLI\zicperating jointly ou blocks of OITIiM frarnes, either
airaiytic expressiotlsf.orthe CCLIF of'P/ tFR have
$patia.lol i*rr,pornl direetion has been assessed.
IIAPI{ recluctionschelrles,u$ing SL,M the CCDF of PA}IR
In contra.stto other 1\,4lN4O
beenderirrerJ.
equal to the nurnberof transrnit antennaii'
exhibits a steepercler:a;,,ilereasecJtry a faetor:(a.1rnost)
tlR) r:f a
We strxly pro'tlability ,lensity fun,;tion (PllF') analysis ienclthe signal-to-noiseratio (Sl
seleeted
the
nlodlllatioll systeln.Since
thc PAPR in OITDTM
ffiultipig *undirtut*systemfbi rechi,,:ing
tho
OFI-]M s),mbolleanilidate;iras amprlitudePDF whic.his function of the nutntrnrof eandidatrlsn,
error
clbriveclgl+Rtu. is also the function of n, ancl it earr be used for estimation of theoretic,al
performanoe.In this paper, the side infbrtration is assumeilrlot to be elroneousfor analyzing the
pgle efi'eetof Llultipie Lanclidates.r,i,econcluclethat 1.hern,u't: the eaiiclidates"not only the better
papf. rcduction p*r'hrrrr,on"e,but also therbetter error perftu'll1alloeuucierthe assumptionOf side
iulbrnrationtransmissionr;,iithouterror, and at the expenseof cortputational cornpiexit5'forrt IFF'|
eirc,uits.
. l A t i u S . 72 2 , . 2 ( ) t ? .
PTjRFORMANCE
ANAI.YSIS
OFPEAK-rO -AVElrAGEr,rtrila;[*r
r{EDU("f
toN 'tB(IHNTQUES
rN MITVO"OFDM
wrr{ELESri
RltFfltu{Ncp]s
r, E Nauwelaers, A. Santarelli,D. Schreurs"A,
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'Olilage Anel5rsis
24. W.-y. Shin^ S.-Y. Chr.rn64,
V.H, Lee,
fbr MIMO ftician Channeisand
(-lhanrrels
(lSI",
rvith Partial
in hrtern.Symp.on Inf. .i'heor"y
2006.Seattle" \Mz\,Jr-rly2006.
7 22.2Ol?.
.lALrl-rs.
;-D,l U l clsu.l =J gr.. r.\*gJ l g th.nl l ql=o
\
Jo u r nal of Al Azhar l..lnivensity
Engineer ingSecto n
--- Ilist'lfl'-gg
-=---'-'----=--_---
Editor - in- Chief
Pr of. Dr . El- SaidA. Othman
11- 8 - 2A11
Dr" SaharAtrdel-Idahman
Facultyof Shoplalingineering,
Banhauniversity,
Dn. SaharAbdel- Itahrnan
I am pleasedto inform you that your manuscriptentitled
ANALYSISOF PEAK-TO-AVERAGE
PERFORMAhICE
!N MIMO-OFDM
THCHT{IQ["'HS
R.EDUGTEON
POWffiF'T
R.ATIO
SYSTEMS
WIRELHSS
hasbeenacceptedfor publicationin Journalof A1 AzharUniver:sitylingineelingSector,
andhasbeeupassedon to the pless.
JAUI1,S,
o.f
attd.foryoLII'support
suclianexcellentstucly
Thank you for sLrbnritting
AI Azhur UniversitltIittgineeringSectorJoutnul.
Sin,cerelyyoars,
Pr of.Dr . En- SaidA. Othn' lan
Editor-in-Chief
J--ijYi 4&l+ -: esell
F a c u l t yo f E n g i n e e r i n gA, l A z h a r U n i v e r s i t y
Nasr City 11371,Cairo
Esvpt
\ \ lV \ .e.rr pll
i^jl
- 6
lil) -
,;.!l ;*
Tel: + (202\ 24029873 Fax: 'r"(202) 22601706 E-mail:El_asmy_m@yahoo.com
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